HTTP 200 OK
Allow: GET, POST, OPTIONS, HEAD
Content-Type: application/json
Vary: Accept
{
"count": 8512,
"next": "https://metax.fairdata.fi/v3/datasets?format=api&limit=20&offset=4140",
"previous": "https://metax.fairdata.fi/v3/datasets?format=api&limit=20&offset=4100",
"results": [
{
"id": "33a346cf-cf6d-4a8e-a84a-32c6f53a2f84",
"access_rights": {
"id": "e9f9af66-6416-491e-83f8-2c8be0b1be1a",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "3e8fe750-1430-4192-8f61-75420fd6f488",
"roles": [
"creator"
],
"person": {
"id": "d0c707e0-b003-4259-9ef3-c2340f60ddff",
"name": "Otto Mikkonen",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "4f3b4e3e-f077-4575-95d4-677ace85737b",
"pref_label": {
"en": "Department of Information and Communications Engineering",
"fi": "Department of Information and Communications Engineering",
"sv": "Department of Information and Communications Engineering",
"und": "Department of Information and Communications Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T412",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "144111ce-432c-4074-a33f-caec2cb040f4",
"roles": [
"contributor"
],
"person": {
"id": "06b958d3-3701-45b9-bab4-0ebc5e855121",
"name": "Alec Wright",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "4f3b4e3e-f077-4575-95d4-677ace85737b",
"pref_label": {
"en": "Department of Information and Communications Engineering",
"fi": "Department of Information and Communications Engineering",
"sv": "Department of Information and Communications Engineering",
"und": "Department of Information and Communications Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T412",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "8429054f-c2a2-4041-8eaf-e9fb50a5d0cd",
"roles": [
"contributor"
],
"person": {
"id": "af3d2221-65d1-4b3b-bf64-0f85681facb5",
"name": "Eloi Moliner Juanpere",
"external_identifier": "https://orcid.org/0000-0001-5719-326X"
},
"organization": {
"id": "4f3b4e3e-f077-4575-95d4-677ace85737b",
"pref_label": {
"en": "Department of Information and Communications Engineering",
"fi": "Department of Information and Communications Engineering",
"sv": "Department of Information and Communications Engineering",
"und": "Department of Information and Communications Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T412",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "c8b20d28-80d5-4919-a7f3-a5fdd2e794e2",
"roles": [
"contributor"
],
"person": {
"id": "6813c97b-23e1-4cc7-a36c-bef15cc98b2d",
"name": "Vesa Välimäki",
"external_identifier": "https://orcid.org/0000-0002-7869-292X"
},
"organization": {
"id": "4f3b4e3e-f077-4575-95d4-677ace85737b",
"pref_label": {
"en": "Department of Information and Communications Engineering",
"fi": "Department of Information and Communications Engineering",
"sv": "Department of Information and Communications Engineering",
"und": "Department of Information and Communications Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T412",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "666e4f51-528b-498d-be0c-c9db889c9cac",
"roles": [
"publisher"
],
"organization": {
"id": "8f005ce3-45f8-4d9f-9d3b-42993e008e58",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Dataset of magnetic tape recorder input/output-pairs, collected and used in the research project:\r\n\r\nO. Mikkonen, A. Wright, E. Moliner and V. Välimäki, “Neural Modeling Of Magnetic Tape Recorders,”\r\nin Proceedings of the International Conference on Digital Audio Effects (DAFx),\r\nCopenhagen, Denmark, 4-7 September 2023.\r\n\r\n# Overview\r\n\r\nThe data is divided into various subsets, stored in separate directories. The data contains both toy data generated using a software emulation of a reel-to-reel tape recorder, as well as real data collected from a physical device. The various subsets can be used for training, validating, and testing neural network behavior, similarly as was done in the research article.\r\n\r\n# Toy and Real Data\r\n\r\nThe toy data was generated using CHOWTape, a physically modeled reel-to-reel tape recorder (https://github.com/jatinchowdhury18/AnalogTapeModel/) The subsets generated with the software emulation are denoted with the string `CHOWTAPE`. Two variants of the toy data was produced: in the first variant, the fluctuating delay produced by the simulated tape transport was disabled, and in the second kind, the delay was enabled. The latter variants are denoted with the string `WOWFLUTTER`.\r\n\r\nThe real data is collected using an Akai 4000D reel-to-reel tape recorder. The corresponding subsets are denoted with the string `AKAI`. Two tape speeds were used during the recording: 3 3/4 IPS (inches per second) and 7 1/2 IPS, with the corresponding subsets denoted with '3.75IPS' and '7.5IPS' respectively. On top of this, two different brands of magnetic tape were used for capturing the datasets with different tape speeds: Maxell and Scotch, with the corresponding subsets denoted with 'MAXELL' and 'SCOTCH' respectively.\r\n\r\n# Directories\r\n\r\nFor training the models, a fraction of the inputs from SignalTrain LA2A Dataset was used (https://zenodo.org/record/3824876) The training, validation, and testing can be replicated using the subsets:\r\n- ReelToReel_Dataset_MiniPulse100_AKAI_*/ (hysteretic nonlinearity, real data)\r\n- ReelToReel_Dataset_Mini192kHzPulse100_AKAI_*/ (delay generator, real data)\r\n- Silence_AKAI_*/ (noise generator, real data)\r\n- ReelToReel_Dataset_MiniPulse100_CHOWTAPE*/ (hysteretic nonlinearity, toy data)\r\n- ReelToReel_Dataset_MiniPulse100_CHOWTAPE_F[0.6]_SL[60]_TRAJECTORIES/ (delay generator, toy data)\r\n\r\nFor visualizing the model behavior, the following subsets can be used:\r\n- LogSweepsContinuousPulse100_*/ (nonlinear magnitude responses)\r\n- SinesFadedShortContinuousPulse100*/ (magnetic hysteresis curves)\r\n\r\n# Directory structure\r\n\r\nEach directory/subset is made of up of further subdirectories that are most often used to separate the training, validation and test sets from each other. Thus, a typical directory will look like the following:\r\n```\r\n[DIRECTORY_NAME]\r\n├── Train\r\n│ ├── input_x_.wav\r\n│ ...\r\n│ ├── target_x_.wav\r\n│ ...\r\n└── Val\r\n│ ├── input_y_.wav\r\n│ ...\r\n│ ├── target_y_.wav\r\n│ ...\r\n├── Test\r\n│ ├── input_z_.wav\r\n│ ...\r\n│ ├── target_z_.wav\r\n│ ...\r\n```\r\n\r\nWhile not all of the audio is used for training purposes, all of the subsets share part of this structure to make the corresponding datasets compatible with the dataloader that was used.\r\n\r\nThe input and target files denoted with the same number `x`, e.g. `input_100_.wav` and `target_100_.wav` make up a pair, such that the target audio is the input audio processed with one of the used effects. In some of the cases, a third file named `trajectory_x_.npy` can be found, which consists of the corresponding pre-extracted delay trajectory in the `NumPy` binary file format."
},
"field_of_science": [
{
"id": "5b789f2f-f545-497c-8354-c21a6718c723",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta213",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Electronic, automation and communications engineering, electronics",
"fi": "Sähkö-, automaatio- ja tietoliikennetekniikka, elektroniikka",
"sv": "El-, automations- och telekommunikationsteknik, elektronik"
}
}
],
"infrastructure": [],
"issued": "2023-06-30",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.5281/zenodo.8026271",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Magnetic Tape Recorder Dataset"
},
"created": "2025-11-17T11:21:33Z",
"modified": "2025-11-17T11:21:33Z",
"dataset_versions": [
{
"id": "33a346cf-cf6d-4a8e-a84a-32c6f53a2f84",
"title": {
"en": "Magnetic Tape Recorder Dataset"
},
"persistent_identifier": "10.5281/zenodo.8026271",
"state": "published",
"created": "2025-11-17T11:21:33Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:33Z",
"record_modified": "2025-11-17T11:21:33Z"
},
{
"id": "d47cb93d-064c-4677-82e7-4311babeaf32",
"access_rights": {
"id": "3587c815-ee74-4106-94e2-61de3efc8a7c",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "1cdde356-99c9-43aa-a6a8-786176c891f7",
"roles": [
"creator"
],
"person": {
"id": "ef33f827-4ee1-4263-b52e-4a5c025dbd04",
"name": "Yue Jiang",
"external_identifier": "https://orcid.org/0000-0003-0022-6512"
},
"organization": {
"id": "4f3b4e3e-f077-4575-95d4-677ace85737b",
"pref_label": {
"en": "Department of Information and Communications Engineering",
"fi": "Department of Information and Communications Engineering",
"sv": "Department of Information and Communications Engineering",
"und": "Department of Information and Communications Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T412",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "9cb1bf98-b066-493b-854b-e9051d945566",
"roles": [
"creator"
],
"person": {
"id": "464f9003-663b-4127-84e1-3fefdaeaf899",
"name": "Luis Leiva",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "0286c81d-9c46-48e0-98d5-964df12e35b1",
"pref_label": {
"en": "University of Luxembourg",
"fi": "University of Luxembourg",
"sv": "University of Luxembourg"
}
}
},
{
"id": "7e5c0532-ba41-456f-b3a9-596b0c68f422",
"roles": [
"creator"
],
"person": {
"id": "91882f75-e4be-4cb2-8b45-10655bfcfb36",
"name": "Hamed Rezazadegan Tavakoli"
},
"organization": {
"id": "88fc8201-93f0-4303-a36b-cd0b5aff605f",
"pref_label": {
"en": "Nokia Technologies Oy",
"fi": "Nokia Technologies Oy",
"sv": "Nokia Technologies Oy"
}
}
},
{
"id": "d63dfebd-62d5-40e3-9c54-2e0eab39c89e",
"roles": [
"creator"
],
"person": {
"id": "36d8f55e-1cb5-4326-879d-752fab492380",
"name": "Paul R. B. Houssel"
},
"organization": {
"id": "0286c81d-9c46-48e0-98d5-964df12e35b1",
"pref_label": {
"en": "University of Luxembourg",
"fi": "University of Luxembourg",
"sv": "University of Luxembourg"
}
}
},
{
"id": "d7d32687-1e0c-4385-b258-574994fd08ad",
"roles": [
"creator"
],
"person": {
"id": "cbc6ea56-3989-443e-9235-1c24b4c2b3ac",
"name": "Julia Kylmälä",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c5ed6253-2d35-4c4f-9e08-8b2c3d6412bf",
"pref_label": {
"en": "Department of Communications and Networking",
"fi": "Department of Communications and Networking",
"sv": "Department of Communications and Networking",
"und": "Department of Communications and Networking"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T407",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "e9c295a5-2afa-48f2-9dd4-475f2b132f11",
"roles": [
"creator"
],
"person": {
"id": "c20b651c-f09b-4cc3-8ed7-b12ff85dd94a",
"name": "Antti Oulasvirta",
"external_identifier": "https://orcid.org/0000-0002-2498-7837"
},
"organization": {
"id": "4f3b4e3e-f077-4575-95d4-677ace85737b",
"pref_label": {
"en": "Department of Information and Communications Engineering",
"fi": "Department of Information and Communications Engineering",
"sv": "Department of Information and Communications Engineering",
"und": "Department of Information and Communications Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T412",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "45376c00-eefa-4e20-8ff8-1c956144fde5",
"roles": [
"publisher"
],
"organization": {
"id": "ba8ef07b-9afe-415e-8a6d-b94b44f1f1c9",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "UEyes is a large eye-tracking-based dataset including 62 participants and 1,980 UI screenshots, covering four major UI types: webpage, desktop UI, mobile UI, and poster. Please cite the following paper: UEyes: Understanding Visual Saliency across User Interface Types https://dl.acm.org/doi/10.1145/3544548.3581096 Yue Jiang, Luis A. Leiva, Hamed Rezazadegan Tavakoli, Paul R. B. Houssel, Julia Kylmälä, and Antti Oulasvirta. 2023. UEyes: Understanding Visual Saliency across User Interface Types. In Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems (CHI '23). Association for Computing Machinery, New York, NY, USA, Article 285, 1–21. https://doi.org/10.1145/3544548.3581096"
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2023-06-06",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.5281/zenodo.8010311",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://zenodo.org/record/8010312"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "UEyes: Understanding Visual Saliency across User Interface Types"
},
"created": "2025-11-17T11:21:29Z",
"modified": "2025-11-17T11:21:29Z",
"dataset_versions": [
{
"id": "d47cb93d-064c-4677-82e7-4311babeaf32",
"title": {
"en": "UEyes: Understanding Visual Saliency across User Interface Types"
},
"persistent_identifier": "10.5281/zenodo.8010311",
"state": "published",
"created": "2025-11-17T11:21:29Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:30Z",
"record_modified": "2025-11-17T11:21:30Z"
},
{
"id": "3eed2e5d-7fa8-4bbc-b052-6c16d0b932e9",
"access_rights": {
"id": "b71c1713-9963-4d0d-84b3-941c7c76290b",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "880508c4-383f-4a99-9c32-7604b8cde4e9",
"roles": [
"creator"
],
"person": {
"id": "4f8416c2-6396-412c-840f-797b4eb9c50d",
"name": "Sini-Selina Salko",
"external_identifier": "https://orcid.org/0009-0000-7898-4810"
},
"organization": {
"id": "bcf4d306-dcb4-4d5d-b303-c6e0604e27cb",
"pref_label": {
"en": "Department of Built Environment",
"fi": "Department of Built Environment",
"sv": "Department of Built Environment",
"und": "Department of Built Environment"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T213",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "040cf293-5eb7-4124-a756-1ffda78e0a60",
"roles": [
"contributor"
],
"person": {
"id": "d81e6dd4-e529-4816-be19-c2c3b199b91f",
"name": "Jussi Juola",
"external_identifier": "https://orcid.org/0000-0002-6050-7247"
},
"organization": {
"id": "bcf4d306-dcb4-4d5d-b303-c6e0604e27cb",
"pref_label": {
"en": "Department of Built Environment",
"fi": "Department of Built Environment",
"sv": "Department of Built Environment",
"und": "Department of Built Environment"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T213",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "13b7043b-f706-4752-8ca4-2b25fd7aa8b7",
"roles": [
"contributor"
],
"person": {
"id": "ab5dc570-4adc-42d4-a6ab-df5ea9eae994",
"name": "Iuliia Burdun",
"external_identifier": "https://orcid.org/0000-0002-1436-2550"
},
"organization": {
"id": "bcf4d306-dcb4-4d5d-b303-c6e0604e27cb",
"pref_label": {
"en": "Department of Built Environment",
"fi": "Department of Built Environment",
"sv": "Department of Built Environment",
"und": "Department of Built Environment"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T213",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "b8cccad8-0902-4310-bacd-040f07915d6f",
"roles": [
"contributor"
],
"person": {
"id": "c52e419e-9c0e-4bb6-8c6b-2b29346f870e",
"name": "Harri Vasander"
},
"organization": {
"id": "4e3be439-4921-43d1-be5b-2e797fb1e8bb",
"pref_label": {
"en": "University of Helsinki",
"fi": "University of Helsinki",
"sv": "University of Helsinki"
}
}
},
{
"id": "cd14f57f-3622-46fe-b868-13c22dbdd03e",
"roles": [
"contributor"
],
"person": {
"id": "57d41919-5084-4bcb-bb33-163208ff9699",
"name": "Aarne Hovi",
"external_identifier": "https://orcid.org/0000-0002-4384-5279"
},
"organization": {
"id": "bcf4d306-dcb4-4d5d-b303-c6e0604e27cb",
"pref_label": {
"en": "Department of Built Environment",
"fi": "Department of Built Environment",
"sv": "Department of Built Environment",
"und": "Department of Built Environment"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T213",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "c75a4b40-613a-451b-b7f0-3ea839e09fa2",
"roles": [
"contributor"
],
"person": {
"id": "90e186b7-254e-4e68-aca2-6969f518d9f0",
"name": "Miina Rautiainen",
"external_identifier": "https://orcid.org/0000-0002-6568-3258"
},
"organization": {
"id": "bcf4d306-dcb4-4d5d-b303-c6e0604e27cb",
"pref_label": {
"en": "Department of Built Environment",
"fi": "Department of Built Environment",
"sv": "Department of Built Environment",
"und": "Department of Built Environment"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T213",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "a4b25c9f-949d-48ac-98cc-88e0461580a7",
"roles": [
"publisher"
],
"organization": {
"id": "98bdf45c-56ab-49b0-9085-28b7d49c17b1",
"pref_label": {
"en": "Mendeley Data",
"fi": "Mendeley Data",
"sv": "Mendeley Data"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Collection of the Sphagnum moss samples and measurements of their reflectance spectra are described in detail in Salko, S.-S., Juola, J., Burdun, I., Vasander, H., Rautiainen, M. (2023). Intra- and interspecific variation in spectral properties of dominant Sphagnum moss species in boreal peatlands. Ecology and Evolution. DOI: 10.1002/ece3.10197.\r\n\r\nThe dataset consists of biconical reflectance factors of nine Sphagnum moss species collected from southern Finland. The samples were collected in May 2022, and the nadir-view reflectance factors were measured in a dark laboratory using an ASD FieldSpec 4 spectroradiometer (serial number 18641). The spectral range of measurements was 350-2500 nm, and spectral resolution was 3 nm at 700 nm and 10 nm at 1400 and 2100 nm. During the measurement, the sample was illuminated with a 12 V 50 W Quartz Tungsten Halogen lamp, with an illumination angle of 40º. The spectra of nine species are reported, with 10 samples for each species. The size of each sample was 21,7 * 21,5 cm, and they were measured four times: as fresh (0h, within four to six hours after initial collection), after one day (24h), after two days (48h) and after one week (1w) of the sample collection. Between the spectral measurements, the samples were stored in open containers in a semi-dark room with no direct sunlight and standard temperature (average 20.5 ºC) and air humidity (average 29 %). Example photographs of the fresh sampled species can be found from the file Data_description.pdf.\r\n\r\nThe spectra are reported in two versions: as raw data (“_raw”) and as smoothed with Savitzky-Golay filter with 25 nm window (”_smoothed”). The first three rows in the data contain information for citing and reading the data. After that, the first column indicates the species and ID number of the sample, as well as the time of measurement (0h, 24h, 48h or 1w). The second column indicates simply the species of the sample, the third column indicates the within-species sample ID, the fourth column indicates the time of measurement and the fifth indicates the location of the sampling site (peatland name_municipality). The subsequent columns (wl350-wl2500) indicate the measured reflectance value at that wavelength. The encoding of the csv file is UTF-8.\r\n\r\nList of Sphagnum species measured:\r\nSphagnum angustifolium\r\nSphagnum capillifolium\r\nSphagnum centrale\r\nSphagnum cuspidatum\r\nSphagnum fallax \r\nSphagnum fuscum\r\nSphagnum girgensohnii\r\nSphagnum riparium\r\nSphagnum rubellum\r\n\r\nIf you use this dataset, please cite:\r\n1) Salko, S.-S., Juola, J., Burdun, I., Vasander, H., Rautiainen, M. (2023). Intra- and interspecific variation in spectral properties of dominant Sphagnum moss species in boreal peatlands. Ecology and Evolution, DOI: 10.1002/ece3.10197.\r\n2) Salko, S.-S., Juola, J., Burdun, I., Vasander, H., Hovi, A., Rautiainen, M. (2023). Reflectance spectra of nine boreal Sphagnum moss species. Mendeley Data, V1, DOI: 10.17632/wm5fcxdmzd.1."
},
"field_of_science": [
{
"id": "7334f2e9-1aae-4b87-9088-8226211b06c9",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1171",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Geosciences",
"fi": "Geotieteet",
"sv": "Geovetenskaper"
}
}
],
"infrastructure": [],
"issued": "2023-06-12",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.17632/wm5fcxdmzd.1",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://data.mendeley.com/datasets/wm5fcxdmzd"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Reflectance spectra of nine boreal Sphagnum moss species"
},
"created": "2025-11-17T11:21:26Z",
"modified": "2025-11-17T11:21:26Z",
"dataset_versions": [
{
"id": "3eed2e5d-7fa8-4bbc-b052-6c16d0b932e9",
"title": {
"en": "Reflectance spectra of nine boreal Sphagnum moss species"
},
"persistent_identifier": "10.17632/wm5fcxdmzd.1",
"state": "published",
"created": "2025-11-17T11:21:26Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:26Z",
"record_modified": "2025-11-17T11:21:27Z"
},
{
"id": "0a253f8c-4dcc-4294-807b-b637970ecbf8",
"access_rights": {
"id": "427c0107-0cd2-4cc7-9c58-f6588a4ee644",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "6ebccb54-0f35-4eeb-b308-4ce95502d944",
"roles": [
"creator"
],
"person": {
"id": "cebcb653-4ba7-4da7-b8fe-562560f3fab9",
"name": "Viivi Halla-aho",
"external_identifier": "https://orcid.org/0000-0003-0369-5701"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "7b2acdcb-5ac2-4b4e-b7fc-2314c7359cca",
"roles": [
"creator"
],
"person": {
"id": "9687b261-976e-4b87-ac1b-98347f08d76f",
"name": "Harri Lähdesmäki",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "fcd6523f-9bb4-46fd-9cfd-0c17cc8633d9",
"roles": [
"publisher"
],
"organization": {
"id": "2e2ef1d6-931a-46af-b95d-0dc226ad9efa",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Additional file 4. Lists of found DMRs for Fisher's exact test."
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2022-01-01",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.6084/m9.figshare.19518516",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://springernature.figshare.com/articles/dataset/Additional_file_4_of_Probabilistic_modeling_methods_for_cell-free_DNA_methylation_based_cancer_classification/19518516"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Additional file 4 of Probabilistic modeling methods for cell-free DNA methylation based cancer classification"
},
"created": "2025-11-17T11:21:23Z",
"modified": "2025-11-17T11:21:23Z",
"dataset_versions": [
{
"id": "0a253f8c-4dcc-4294-807b-b637970ecbf8",
"title": {
"en": "Additional file 4 of Probabilistic modeling methods for cell-free DNA methylation based cancer classification"
},
"persistent_identifier": "10.6084/m9.figshare.19518516",
"state": "published",
"created": "2025-11-17T11:21:23Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:23Z",
"record_modified": "2025-11-17T11:21:23Z"
},
{
"id": "62e7f62c-8dac-446b-9b5f-1859b6d481d4",
"access_rights": {
"id": "d25d8d25-0089-4112-a205-baf69d0368ce",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "10c64490-8d04-455f-b96e-e17ec587d4c2",
"roles": [
"creator"
],
"person": {
"id": "f922f589-831c-4add-a8c9-af6941410cb5",
"name": "Lauri Lahti",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "a5c652d7-0ccf-4141-af04-2ae503120c41",
"roles": [
"publisher"
],
"organization": {
"id": "17dee4dc-6969-47e1-bef6-cfb31526c5a1",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Additional file 2."
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2022-03-07",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.6084/m9.figshare.19314715",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://springernature.figshare.com/articles/dataset/Additional_file_2_of_Detecting_the_patient_s_need_for_help_with_machine_learning_based_on_expressions/19314715"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Additional file 2 of Detecting the patient’s need for help with machine learning based on expressions"
},
"created": "2025-11-17T11:21:20Z",
"modified": "2025-11-17T11:21:20Z",
"dataset_versions": [
{
"id": "62e7f62c-8dac-446b-9b5f-1859b6d481d4",
"title": {
"en": "Additional file 2 of Detecting the patient’s need for help with machine learning based on expressions"
},
"persistent_identifier": "10.6084/m9.figshare.19314715",
"state": "published",
"created": "2025-11-17T11:21:20Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:20Z",
"record_modified": "2025-11-17T11:21:20Z"
},
{
"id": "a12a5e84-4e17-4879-a3f2-1134311a7d22",
"access_rights": {
"id": "f9d95bfd-eae0-4ad5-bc92-1a33d58bc05b",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "b117ef47-068f-4c75-b70c-e8b93c263ccf",
"roles": [
"creator"
],
"person": {
"id": "a472ff2c-dae2-4845-aae9-ac3c40e92db9",
"name": "Viivi Halla-aho",
"external_identifier": "https://orcid.org/0000-0003-0369-5701"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "eef3dcba-72b9-4096-bd2f-4db44a6e02d4",
"roles": [
"creator"
],
"person": {
"id": "356a2f70-4945-4c47-93fa-026f66631012",
"name": "Harri Lähdesmäki",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "8d161203-e312-4e38-a1bc-335b418d65f2",
"roles": [
"publisher"
],
"organization": {
"id": "b60936af-5a7b-4e6e-a2d8-0e34ea24c910",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Additional file 3. Lists of found DMRs for moderated t-test with new data transformation."
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2022-04-05",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.6084/m9.figshare.19518513",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://springernature.figshare.com/articles/dataset/Additional_file_3_of_Probabilistic_modeling_methods_for_cell-free_DNA_methylation_based_cancer_classification/19518513"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Additional file 3 of Probabilistic modeling methods for cell-free DNA methylation based cancer classification"
},
"created": "2025-11-17T11:21:16Z",
"modified": "2025-11-17T11:21:16Z",
"dataset_versions": [
{
"id": "a12a5e84-4e17-4879-a3f2-1134311a7d22",
"title": {
"en": "Additional file 3 of Probabilistic modeling methods for cell-free DNA methylation based cancer classification"
},
"persistent_identifier": "10.6084/m9.figshare.19518513",
"state": "published",
"created": "2025-11-17T11:21:16Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:17Z",
"record_modified": "2025-11-17T11:21:17Z"
},
{
"id": "c4f1645e-66b4-49a0-9998-51b03610cf31",
"access_rights": {
"id": "7d906bab-e411-478d-9fa9-41c67e03a7a8",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "073da4fc-6b2e-48d5-989b-d4a3f5f53bd5",
"roles": [
"creator"
],
"person": {
"id": "7f4710a0-ccf0-41f6-a215-3662fc37b814",
"name": "Anni A. Antikainen",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "3872ad80-a5e1-40b8-8575-cb1586f3facd",
"roles": [
"creator"
],
"person": {
"id": "1cf22199-6fb1-4903-8803-956a5ffb0dc6",
"name": "Markus Heinonen",
"external_identifier": "https://orcid.org/0000-0002-7741-2279"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "8d0847c0-701e-498a-9bb6-d6abc7a8a4d2",
"roles": [
"creator"
],
"person": {
"id": "ab88772a-1985-40bb-ba7a-a2f8e77a3ec9",
"name": "Harri Lähdesmäki",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "b35b6975-cce9-48f7-8e32-3e39fccab29f",
"roles": [
"publisher"
],
"organization": {
"id": "bf8240b9-b58a-4814-a1b0-288171e00e08",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Additional file 2. Excel sheet of TF pair AUROC values with studied CAP-SELEX libraries (N = 362)."
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2022-06-06",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.6084/m9.figshare.20003421",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://springernature.figshare.com/articles/dataset/Additional_file_2_of_Modeling_binding_specificities_of_transcription_factor_pairs_with_random_forests/20003421"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Additional file 2 of Modeling binding specificities of transcription factor pairs with random forests"
},
"created": "2025-11-17T11:21:13Z",
"modified": "2025-11-17T11:21:13Z",
"dataset_versions": [
{
"id": "c4f1645e-66b4-49a0-9998-51b03610cf31",
"title": {
"en": "Additional file 2 of Modeling binding specificities of transcription factor pairs with random forests"
},
"persistent_identifier": "10.6084/m9.figshare.20003421",
"state": "published",
"created": "2025-11-17T11:21:13Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:14Z",
"record_modified": "2025-11-17T11:21:14Z"
},
{
"id": "6ac86352-7169-4daf-abc2-bdd5b12f0c3d",
"access_rights": {
"id": "f64efbca-866a-4ac2-a3d0-470db4b0ef1b",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "8d4f52e1-ff94-4382-93f0-01376a2e6e51",
"roles": [
"creator"
],
"person": {
"id": "221c1fce-8e8b-4612-8351-34537485e42f",
"name": "Viivi Halla-aho",
"external_identifier": "https://orcid.org/0000-0003-0369-5701"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "6711e939-d5ea-4862-a49a-5ccf6c28aa86",
"roles": [
"creator"
],
"person": {
"id": "8c6a3111-58c1-4e05-94a7-a21f85222899",
"name": "Harri Lähdesmäki",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "8f60c0ad-30d2-4d68-9600-b80d3d859140",
"roles": [
"publisher"
],
"organization": {
"id": "bc9da00e-e4f7-4977-8faa-3e13c0b3a7c9",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Additional file 2. Lists of found DMRs for moderated t-test."
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2022-04-05",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.6084/m9.figshare.19518510",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://springernature.figshare.com/articles/dataset/Additional_file_2_of_Probabilistic_modeling_methods_for_cell-free_DNA_methylation_based_cancer_classification/19518510"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Additional file 2 of Probabilistic modeling methods for cell-free DNA methylation based cancer classification"
},
"created": "2025-11-17T11:21:10Z",
"modified": "2025-11-17T11:21:10Z",
"dataset_versions": [
{
"id": "6ac86352-7169-4daf-abc2-bdd5b12f0c3d",
"title": {
"en": "Additional file 2 of Probabilistic modeling methods for cell-free DNA methylation based cancer classification"
},
"persistent_identifier": "10.6084/m9.figshare.19518510",
"state": "published",
"created": "2025-11-17T11:21:10Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:11Z",
"record_modified": "2025-11-17T11:21:11Z"
},
{
"id": "c7c6ad47-510b-4af9-bbef-0bb65b28b95c",
"access_rights": {
"id": "73fc8486-4163-4d24-af9d-36fe0e9708dc",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "3fed5ee5-3289-45fc-9219-042c324cd871",
"roles": [
"creator"
],
"person": {
"id": "717fcd63-067f-4d01-a86c-e53d0126189d",
"name": "Paavo Alku",
"external_identifier": "https://orcid.org/0000-0002-8173-9418"
},
"organization": {
"id": "4f3b4e3e-f077-4575-95d4-677ace85737b",
"pref_label": {
"en": "Department of Information and Communications Engineering",
"fi": "Department of Information and Communications Engineering",
"sv": "Department of Information and Communications Engineering",
"und": "Department of Information and Communications Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T412",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "86cb8fd0-448e-4e38-883a-e299c7cfdb74",
"roles": [
"creator"
],
"person": {
"id": "7569c5ff-27bd-401f-b4c3-e21ebbfb191b",
"name": "Manila Kodali",
"external_identifier": "https://orcid.org/0000-0003-4594-4921"
},
"organization": {
"id": "4f3b4e3e-f077-4575-95d4-677ace85737b",
"pref_label": {
"en": "Department of Information and Communications Engineering",
"fi": "Department of Information and Communications Engineering",
"sv": "Department of Information and Communications Engineering",
"und": "Department of Information and Communications Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T412",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "a2260368-2d7f-465b-87ff-be7ea7e2f0db",
"roles": [
"creator"
],
"person": {
"id": "893f0de3-4494-406e-9add-99d9dd3dbd91",
"name": "Sudarsana Reddy Kadiri",
"external_identifier": "https://orcid.org/0000-0001-5806-3053"
},
"organization": {
"id": "4f3b4e3e-f077-4575-95d4-677ace85737b",
"pref_label": {
"en": "Department of Information and Communications Engineering",
"fi": "Department of Information and Communications Engineering",
"sv": "Department of Information and Communications Engineering",
"und": "Department of Information and Communications Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T412",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "081de99a-7341-4c26-a172-da5637d8cc7b",
"roles": [
"publisher"
],
"organization": {
"id": "0e17e9c7-5832-445c-aa0d-19c91b5127e0",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Data description: AVID includes speech and EGG produced by 50 speakers (25 males, 25 females) who varied their vocal intensity in four categories (soft, normal, loud, and very loud). Recordings were conducted using a constant mouth-to-microphone distance and by recording a calibration tone. The speech data was labeled sentence-wise using a total of 19 labels that support the utilisation of the data in ML-based studies of vocal intensity based on supervised learning. Further information can be found in the 'readme.docx' file from the upload. when collected the data: Data is collected in 2021 Citation: P. Alku, M. Kodali, L. Laaksonen, S.R. Kadiri, AVID: A speech database for machine learning studies on vocal intensity, Computer Speech and Language (in review)."
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2023-05-18",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.5281/zenodo.7948299",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://zenodo.org/record/7948300"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "AVID: Aalto Vocal Intensity Database"
},
"created": "2025-11-17T11:21:08Z",
"modified": "2025-11-17T11:21:08Z",
"dataset_versions": [
{
"id": "c7c6ad47-510b-4af9-bbef-0bb65b28b95c",
"title": {
"en": "AVID: Aalto Vocal Intensity Database"
},
"persistent_identifier": "10.5281/zenodo.7948299",
"state": "published",
"created": "2025-11-17T11:21:08Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:08Z",
"record_modified": "2025-11-17T11:21:08Z"
},
{
"id": "5a14d7a9-8f31-4bd0-9fad-14061c8e0097",
"access_rights": {
"id": "26077484-c43b-4618-b63d-3710c920fd0a",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "f6bd0fe1-4d66-4f67-bc71-068b55027fab",
"roles": [
"creator"
],
"person": {
"id": "4bd2f5c2-9202-4243-8ff7-b9ab01a61af2",
"name": "Martina Bracco"
},
"organization": {
"id": "39bf5e92-fec7-4b8b-963e-ab8f243d8ded",
"pref_label": {
"en": "Paris Brain Institute"
}
}
},
{
"id": "e0380ed8-a789-4afa-9024-10ed9d144a91",
"roles": [
"creator"
],
"person": {
"id": "9f77d288-c7b0-45ee-affa-9e87b3aec2e4",
"name": "Tuomas Petteri Mutanen",
"external_identifier": "https://orcid.org/0000-0002-5995-8307"
},
"organization": {
"id": "86afbccf-e694-42e1-bcf1-51d9e0bd8972",
"pref_label": {
"en": "Department of Neuroscience and Biomedical Engineering",
"fi": "Department of Neuroscience and Biomedical Engineering",
"sv": "Department of Neuroscience and Biomedical Engineering",
"und": "Department of Neuroscience and Biomedical Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T314",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "ea3994fc-e546-4d84-9b3d-610865db1861",
"roles": [
"creator"
],
"person": {
"id": "c7e3ac28-cfec-4b14-9f81-f511f9cc48da",
"name": "Domenica Veniero"
},
"organization": {
"id": "45cfec4e-1fed-49d0-a7dd-dedec6d48701",
"pref_label": {
"en": "Nottingham University",
"fi": "Nottingham University",
"sv": "Nottingham University"
}
}
},
{
"id": "758632d2-9452-4af1-8d32-e63c8d09d776",
"roles": [
"creator"
],
"person": {
"id": "a6e06208-104d-478e-92dc-75d0a17b06b2",
"name": "Gregor Thut"
},
"organization": {
"id": "1f0c834e-9f2f-4e6e-9ce5-2956bac5dc7b",
"pref_label": {
"en": "University of Glasgow",
"fi": "University of Glasgow",
"sv": "University of Glasgow"
}
}
},
{
"id": "bb54014e-1423-4d30-9730-c309ea5ea6ed",
"roles": [
"creator"
],
"person": {
"id": "56bb651f-5097-4e38-bdbe-f4532e048dc8",
"name": "Edwin Robertson"
},
"organization": {
"id": "1f0c834e-9f2f-4e6e-9ce5-2956bac5dc7b",
"pref_label": {
"en": "University of Glasgow",
"fi": "University of Glasgow",
"sv": "University of Glasgow"
}
}
},
{
"id": "eef264bc-ba60-4b32-a0b0-3da3bf0f85de",
"roles": [
"publisher"
],
"organization": {
"id": "1ea7b59b-ffc6-4e3d-b822-f9c0a6e7ac83",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "2023-05-30 This archive holds the original data used to derive the results reported in the publication: 'Distinct frequencies balance segregation with interaction between different memory types within a prefrontal circuit' Authors: Martina Bracco, Tuomas P. Mutanen, Domenica Veniero, Gregor Thut & Edwin M. Robertson Corresponding Author: Edwin M. Robertson Contact: edwin.robertson@glasgow.ac.uk Please refer to the License for the correct use of the data. If the use of this data leads to any public dissemination, including (but not restricted to) scientific articles, conference presentations, and posters, please remember to cite the original article. General Description The dataset is shared in BIDS format. To facilitate the upload of files to Zenodo, each subject folder was compressed separately. To ensure a valid bids structure of the dataset, extract the contents of each zip file and place them in the same directory as the other files from the dataset. By doing so, you will have all the necessary files in the correct structure for the BIDS format. Data type: raw TMS-EEG data organized in BIDS format, and epoched ±800 ms around the pulse. preprocessed motor skill and word recall data organized in BIDS format (.tsv = data file; .json = data description). Key to Filenames: sub = Participant ses-preLearning = Session 1 data folder ses-postLearnng = Session 2 data folder eeg = TMS-EEG data folder beh = behaviral data folder Participants: 45 healthy participants (30 females, 23.9±3.6 years; mean ± std) Groups: Participants were randomly assigned to three different groups with different behavioural conditions: - In the 'motorSkill'-group, participants performed a sequential motor-skill task followed by a wordlist memory task. (sub-01 to sub-15) - In the 'wordRecall'-group, participants performed a wordlist memory followed by a sequential task motor-skill task. (sub-16 to sub-30) - In the 'control'-group, participants performed a random motor-skill task followed by a wordlist memory task. (sub-31 to sub-45) TMS-EEG data description Stimulation sites: Right dorsolateral prefrontal cortex (rDLPFC). Left primary motor cortex (lM1). Sessions: Session 1: TMS-EEG recordings before the behavioural tasks. Session 2: TMS-EEG recordings after the behavioural tasks. Number of TMS pulses: 126 pulses delivered to either DLPFC or M1 before, before and after behavioural tasks (a total of 252 pulses for Session 1 and Session 2, each). Inter-Stimulus Interval: 4-6 s (4.9±0.6 s, mean ± std). TMS intensity: 80% of participants' individual motor threshold. TMS machine: Magstim Rapid2, Magstim Company. Coil: figure-of-eight coil (Double 70-mm Alpha Coil). Number of channels: 62-channel EEG channels (AFz and TP9 are used as reference and ground, respectively) + 1 FDI EMG channel + 1 electrode on the outer canthus of the left eye to monitor eye movements. Sampling rate: 5000 Hz. Voltage resolution: 0.1 uV. EEG system: TMS-EEG compatible BrainAmp (Brain Products). Noise masking during TMS-EEG recordings: Yes. Memory tasks data description Motor skill task 'motorSkill'-group (sub-01 to sub-15): TestSerial; averaged response time of the last 50 serial trials immediately after learning. TestRandom; averaged response time for the 50 subsequent random trials immediately after learning. RetestSerial; averaged response time for the last 50 serial trials 10h after learning. RetestRandom; averaged response time for the 50 subsequent random trials 10h after learning. 'wordRecall'-group (sub-16 to sub-30): TestSerial; averaged response time for the last 50 serial trials immediately after learning. TestRandom; averaged response time for the 50 subsequent random trials immediately after learning. 'control'-group (sub-31 to sub-45): TestRandom; averaged response time of the last 100 random trials at testing. RetestRandom; averaged response time of the last 100 random trials 10h after the tasks. Word recall task 'motorSkill'-group (sub-01 to sub-15): Test; number of words recalled immediately after learning. 'wordRecall'-group (sub-16 to sub-30): Test; number of words recalled immediately after learning. Retest; number of words recalled 10h after learning. 'control'-group (sub-31 to sub-45): Test; number of words recalled immediately after learning."
},
"field_of_science": [
{
"id": "86f7e152-5062-476a-bf43-c09bf5e2c0b5",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta3112",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Neurosciences",
"fi": "Neurotieteet",
"sv": "Neurovetenskaper"
}
}
],
"infrastructure": [],
"issued": "2023-06-02",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.5281/zenodo.7891963",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://zenodo.org/record/7891964"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Distinct frequencies balance segregation with interaction between different memory types within a prefrontal circuit"
},
"created": "2025-11-17T11:21:05Z",
"modified": "2025-11-17T11:21:05Z",
"dataset_versions": [
{
"id": "5a14d7a9-8f31-4bd0-9fad-14061c8e0097",
"title": {
"en": "Distinct frequencies balance segregation with interaction between different memory types within a prefrontal circuit"
},
"persistent_identifier": "10.5281/zenodo.7891963",
"state": "published",
"created": "2025-11-17T11:21:05Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:05Z",
"record_modified": "2025-11-17T11:21:06Z"
},
{
"id": "0b9940fb-cf2a-46ba-9189-5fa4f3a0f4be",
"access_rights": {
"id": "4508de22-94fe-4c15-92fb-12deb747eccb",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "8ba53bec-3959-46e9-ba94-51d50a55260f",
"roles": [
"creator"
],
"person": {
"id": "49a24e24-13f3-42b3-bc54-298a9e02d3e3",
"name": "Zhen Lin",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "bc4c943c-ddaa-4195-aaaa-6d97aa34d359",
"pref_label": {
"en": "Department of Applied Physics",
"fi": "Department of Applied Physics",
"sv": "Department of Applied Physics",
"und": "Department of Applied Physics"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T304",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "06eb5c64-b0b9-4f04-b399-9c784293eae4",
"roles": [
"creator"
],
"person": {
"id": "7509a71a-6ee5-4c26-a2d2-5f814129f865",
"name": "Johannes Haataja",
"external_identifier": "https://orcid.org/0000-0002-4523-4199"
},
"organization": {
"id": "bc4c943c-ddaa-4195-aaaa-6d97aa34d359",
"pref_label": {
"en": "Department of Applied Physics",
"fi": "Department of Applied Physics",
"sv": "Department of Applied Physics",
"und": "Department of Applied Physics"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T304",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "6f762292-94fe-44d1-9279-0fa5ba067817",
"roles": [
"creator"
],
"person": {
"id": "05e295b0-cddb-4c45-9c9a-d7c6b77ee74a",
"name": "Xichen Hu",
"external_identifier": "https://orcid.org/0009-0004-2253-1635"
},
"organization": {
"id": "bc4c943c-ddaa-4195-aaaa-6d97aa34d359",
"pref_label": {
"en": "Department of Applied Physics",
"fi": "Department of Applied Physics",
"sv": "Department of Applied Physics",
"und": "Department of Applied Physics"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T304",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "2a762673-714e-4d0b-ab59-70bbd960588b",
"roles": [
"creator"
],
"person": {
"id": "a904af92-953f-47b6-8496-73c3b7fe61b2",
"name": "Xiaodan Hong",
"external_identifier": "https://orcid.org/0000-0003-0007-9356"
},
"organization": {
"id": "bc4c943c-ddaa-4195-aaaa-6d97aa34d359",
"pref_label": {
"en": "Department of Applied Physics",
"fi": "Department of Applied Physics",
"sv": "Department of Applied Physics",
"und": "Department of Applied Physics"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T304",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "3c292d19-0c93-4655-8cc0-84df2fb64078",
"roles": [
"creator"
],
"person": {
"id": "29d4ab13-e988-47df-a11a-2b0a87c7e828",
"name": "Olli Ikkala",
"external_identifier": "https://orcid.org/0000-0002-0470-1889"
},
"organization": {
"id": "bc4c943c-ddaa-4195-aaaa-6d97aa34d359",
"pref_label": {
"en": "Department of Applied Physics",
"fi": "Department of Applied Physics",
"sv": "Department of Applied Physics",
"und": "Department of Applied Physics"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T304",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "dc44fbb5-9ad9-4400-af39-1b8bcb6bf0f3",
"roles": [
"creator"
],
"person": {
"id": "66ebecd8-27fb-4fa3-9c6b-d769cba25956",
"name": "Bo Peng",
"external_identifier": "https://orcid.org/0000-0002-1078-4465"
},
"organization": {
"id": "bc4c943c-ddaa-4195-aaaa-6d97aa34d359",
"pref_label": {
"en": "Department of Applied Physics",
"fi": "Department of Applied Physics",
"sv": "Department of Applied Physics",
"und": "Department of Applied Physics"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T304",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "ba3d07e7-5a87-400e-b79b-4b905975b9b1",
"roles": [
"publisher"
],
"organization": {
"id": "d241ebf2-4d06-4f83-b88f-6a3ce2830f02",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "This dataset contains the raw data used for the publication \"Randomizing the Growth of Silica Nanofibers for Whiteness\"."
},
"field_of_science": [
{
"id": "7e12a692-26de-4e3c-b28c-64f8a32ef40a",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta114",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Physical sciences",
"fi": "Fysiikka",
"sv": "Fysik"
}
}
],
"infrastructure": [],
"issued": "2023-05-31",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.5281/zenodo.7870598",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://zenodo.org/record/7870599"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Data for \"Randomizing the Growth of Silica Nanofibers for Whiteness\""
},
"created": "2025-11-17T11:21:01Z",
"modified": "2025-11-17T11:21:01Z",
"dataset_versions": [
{
"id": "0b9940fb-cf2a-46ba-9189-5fa4f3a0f4be",
"title": {
"en": "Data for \"Randomizing the Growth of Silica Nanofibers for Whiteness\""
},
"persistent_identifier": "10.5281/zenodo.7870598",
"state": "published",
"created": "2025-11-17T11:21:01Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:21:02Z",
"record_modified": "2025-11-17T11:21:02Z"
},
{
"id": "0140add4-c753-48ff-a7d9-6e5005367060",
"access_rights": {
"id": "c31ed1d3-5bf2-49c3-bf39-16297f62c304",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "4962c191-d4d1-407d-b364-61e528db6905",
"roles": [
"creator"
],
"person": {
"id": "b638afdb-c0e8-44c1-a69c-e2cc84962605",
"name": "Faksawat Poohphajai",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "f316a96d-11af-47ca-a580-05ad8c5da0b7",
"pref_label": {
"en": "InnoRenew CoE"
}
}
},
{
"id": "14abd32e-b8af-494e-ab89-db516f851440",
"roles": [
"creator"
],
"person": {
"id": "000d689a-47a7-4ddc-9a00-61784997b0e1",
"name": "Olena Myronycheva"
},
"organization": {
"id": "8a6a4f17-dbab-4fdf-a0ba-586d3d035a95",
"pref_label": {
"en": "Luleå University of Technology",
"fi": "Luleå University of Technology",
"sv": "Luleå University of Technology"
}
}
},
{
"id": "93ac8ba4-73e1-4732-81c7-ec41b4276890",
"roles": [
"creator"
],
"person": {
"id": "25715736-4cb0-4590-8585-48d1ca7b9eb7",
"name": "Olov Karlsson"
},
"organization": {
"id": "8a6a4f17-dbab-4fdf-a0ba-586d3d035a95",
"pref_label": {
"en": "Luleå University of Technology",
"fi": "Luleå University of Technology",
"sv": "Luleå University of Technology"
}
}
},
{
"id": "d300f867-3227-467f-b2e3-454630cd1287",
"roles": [
"creator"
],
"person": {
"id": "3bde446a-8b75-46a2-9b77-c90cbb82adbd",
"name": "Tiina Belt"
},
"organization": {
"id": "c2ba618f-c240-488d-aecf-b8f85a029b5b",
"pref_label": {
"en": "Natural Resources Institute Finland (Luke)",
"fi": "Luke Natural Resources Institute Finland",
"sv": "Luke Natural Resources Institute Finland"
}
}
},
{
"id": "317b7608-4f4d-48e7-b8af-eafaeaeafbeb",
"roles": [
"creator"
],
"person": {
"id": "a2b36566-1d30-442d-8a8f-922d80239c5a",
"name": "Lauri Rautkari",
"external_identifier": "https://orcid.org/0000-0002-1207-220X"
},
"organization": {
"id": "9c6c9aea-29dd-4d50-8e25-6282819ed78d",
"pref_label": {
"en": "Department of Bioproducts and Biosystems",
"fi": "Department of Bioproducts and Biosystems",
"sv": "Department of Bioproducts and Biosystems",
"und": "Department of Bioproducts and Biosystems"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T107",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "3531ad59-02c5-4216-9db3-c9e445b855f2",
"roles": [
"creator"
],
"person": {
"id": "f0dc4e55-5584-4883-92af-e14c2b16b624",
"name": "Sandak Jakub"
},
"organization": {
"id": "f316a96d-11af-47ca-a580-05ad8c5da0b7",
"pref_label": {
"en": "InnoRenew CoE"
}
}
},
{
"id": "78c9a6d2-7396-4986-9d09-ac8fad23e89e",
"roles": [
"creator"
],
"person": {
"id": "35e7af88-ef97-43b8-abfa-e4a5c13ac317",
"name": "Ana Gubenšek"
},
"organization": {
"id": "f316a96d-11af-47ca-a580-05ad8c5da0b7",
"pref_label": {
"en": "InnoRenew CoE"
}
}
},
{
"id": "8ccea278-c094-435e-9ecc-df8b13b7ab23",
"roles": [
"creator"
],
"person": {
"id": "01c2cf2c-7429-4cea-918c-ae51cbcfbf57",
"name": "Polona Zalar"
},
"organization": {
"id": "5ce30378-0d40-4c09-ac32-98bf021f0988",
"pref_label": {
"en": "University of Ljubljana",
"fi": "University of Ljubljana",
"sv": "University of Ljubljana"
}
}
},
{
"id": "6eb5f34f-566a-4951-b864-f7d871c95dba",
"roles": [
"creator"
],
"person": {
"id": "f8012880-26c9-4c74-9df3-8727fe3df478",
"name": "Nina Gunde-Cimerman"
},
"organization": {
"id": "5ce30378-0d40-4c09-ac32-98bf021f0988",
"pref_label": {
"en": "University of Ljubljana",
"fi": "University of Ljubljana",
"sv": "University of Ljubljana"
}
}
},
{
"id": "02492fa5-1a94-4a60-83cc-83fbbe323847",
"roles": [
"creator"
],
"person": {
"id": "c33b3eb1-a5a9-4814-b152-f793e4d36aba",
"name": "Anna Sandak"
},
"organization": {
"id": "f316a96d-11af-47ca-a580-05ad8c5da0b7",
"pref_label": {
"en": "InnoRenew CoE"
}
}
},
{
"id": "3d89d8b3-dd28-4451-999e-81a1d90ca6ae",
"roles": [
"publisher"
],
"organization": {
"id": "3d838b8f-6909-4a36-9544-4733787de22e",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Colour_Changes_Izola.csv This file contains CIE Lab* color coordinates measured on the surface of Scots pine during the natural weathering test in Izola, Slovenia. Colour_Changes_Skelleftea.csv This file contains CIE Lab* color coordinates measured on the surface of Scots pine during the natural weathering test in Skelleftea, Sweden. Contact_Angles_Izola.csv This file contains dynamic contact angle with distilled water measured on the surface of Scots pine during the natural weathering test in Izola, Slovenia. Contact_Angles_Skelleftea.csv This file contains dynamic contact angle with distilled water measured on the surface of Scots pine during the natural weathering test in Skelleftea, Sweden. Gloss.csv This file contains the gloss value measured on the surface of Scots pine during the natural weathering test in Izola, Slovenia and Skelleftea, Sweden. Note: The sample IDs are structured as follows: The first letter represents the treatment condition, with \"R\" indicating untreated wood. The second letter (A, B, C) represents the board's ID. The third letter represents the location, with \"S\" indicating Skelleftea and \"I\" representing Izola, Slovenia. The number indicates the exposure time in weeks. FUNGAL STRAIS_DNA sequence analysis.xlsx This file contains the Genomic DNA of the fungal strains detected on the surface of Scots pine during the natural weathering test in Izola, Slovenia and Skelleftea, Sweden. Weather_Data_Izola.csv This file contains hourly local weather conditions in Izola, Slovenia Weather_Data_Skelleftea.csv This file contains hourly local weather conditions in Skelleftea, Sweden Note: The weather conditions including the following parameters:1. Air temperature (°C), 2. Dew point (°C), 3. Relative humidity (%), 4. One-hour precipitation total (mm), 5. Snow depth (mm), 6. Wind direction (°), 7. Average wind speed (km/h), 8.Sea-level air pressure (hPa)"
},
"field_of_science": [
{
"id": "58c407dd-b614-4d38-a92a-e6d9cdff7814",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta216",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Materials engineering",
"fi": "Materiaalitekniikka",
"sv": "Materialteknik"
}
}
],
"infrastructure": [],
"issued": "2023-05-26",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.5281/zenodo.7980681",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://zenodo.org/record/7980681"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Raw Data for Publication: Fungal colonisation on wood surfaces weathered at diverse climatic conditions"
},
"created": "2025-11-17T11:20:58Z",
"modified": "2025-11-17T11:20:58Z",
"dataset_versions": [
{
"id": "0140add4-c753-48ff-a7d9-6e5005367060",
"title": {
"en": "Raw Data for Publication: Fungal colonisation on wood surfaces weathered at diverse climatic conditions"
},
"persistent_identifier": "10.5281/zenodo.7980681",
"state": "published",
"created": "2025-11-17T11:20:58Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:20:58Z",
"record_modified": "2025-11-17T11:20:59Z"
},
{
"id": "62f31f6f-f375-4771-90f0-0d16995932fe",
"access_rights": {
"id": "30d9edc3-6c5f-4798-b469-d4855c6096df",
"license": [
{
"id": "6142d0c6-945d-4085-b9f7-81e52afa253b",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/other",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Other",
"fi": "Muu"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "bc7c36f8-8a52-4aa0-bfd5-648ae6103947",
"roles": [
"creator"
],
"person": {
"id": "9798f438-7ab2-4030-a0e5-86afd40f7f78",
"name": "Diego Milardovich"
},
"organization": {
"id": "44c832d6-4a8c-4ab3-b26d-6b7c85a812d7",
"pref_label": {
"en": "Technische Universität Wien",
"fi": "Wienin teknillinen korkeakoulu",
"sv": "Wienin teknillinen korkeakoulu"
}
}
},
{
"id": "6d87fe2a-6e6a-4f28-8ed8-a1f3e3a85078",
"roles": [
"creator"
],
"person": {
"id": "bb77b865-7854-4dcd-87a0-4b77c8234d0f",
"name": "Victor H. Souza",
"external_identifier": "https://orcid.org/0000-0002-0254-4322"
},
"organization": {
"id": "86afbccf-e694-42e1-bcf1-51d9e0bd8972",
"pref_label": {
"en": "Department of Neuroscience and Biomedical Engineering",
"fi": "Department of Neuroscience and Biomedical Engineering",
"sv": "Department of Neuroscience and Biomedical Engineering",
"und": "Department of Neuroscience and Biomedical Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T314",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "b89971b4-f39f-45d5-9be1-2d8fc2c37173",
"roles": [
"creator"
],
"person": {
"id": "fc364bc4-3cc6-4a63-bf30-f0c77d3ee06f",
"name": "Ivan Zubarev",
"external_identifier": "https://orcid.org/0000-0002-1620-8485"
},
"organization": {
"id": "86afbccf-e694-42e1-bcf1-51d9e0bd8972",
"pref_label": {
"en": "Department of Neuroscience and Biomedical Engineering",
"fi": "Department of Neuroscience and Biomedical Engineering",
"sv": "Department of Neuroscience and Biomedical Engineering",
"und": "Department of Neuroscience and Biomedical Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T314",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "2dd7c606-16e3-4ca3-8b83-a5118db7ca69",
"roles": [
"creator"
],
"person": {
"id": "072e9f04-1e76-4c9f-9213-0f8f3730b448",
"name": "Sergei Tugin",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "86afbccf-e694-42e1-bcf1-51d9e0bd8972",
"pref_label": {
"en": "Department of Neuroscience and Biomedical Engineering",
"fi": "Department of Neuroscience and Biomedical Engineering",
"sv": "Department of Neuroscience and Biomedical Engineering",
"und": "Department of Neuroscience and Biomedical Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T314",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "1a60e9db-80c1-4b5a-9634-c96790b5d390",
"roles": [
"creator"
],
"person": {
"id": "289579a5-09ab-4e7b-b066-88574feb9b2c",
"name": "Jaakko O. Nieminen",
"external_identifier": "https://orcid.org/0000-0002-7826-3519"
},
"organization": {
"id": "86afbccf-e694-42e1-bcf1-51d9e0bd8972",
"pref_label": {
"en": "Department of Neuroscience and Biomedical Engineering",
"fi": "Department of Neuroscience and Biomedical Engineering",
"sv": "Department of Neuroscience and Biomedical Engineering",
"und": "Department of Neuroscience and Biomedical Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T314",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "cd3317b7-6707-4739-8c0e-4f3c5beadd06",
"roles": [
"creator"
],
"person": {
"id": "5c49e8b4-41e6-4589-8550-9f442c7576be",
"name": "Claudia Bigoni"
},
"organization": {
"id": "8240c288-2941-4bc2-844a-4da8d8a269dd",
"pref_label": {
"en": "Ècole Polytechnique Fédérale de Lausanne",
"fi": "Ecole Polytechnique Federale de Lausanne",
"sv": "Ecole Polytechnique Federale de Lausanne"
}
}
},
{
"id": "619e4184-7814-4b72-8e27-af5726137490",
"roles": [
"creator"
],
"person": {
"id": "d73962b7-d98a-4030-b105-3007d73ee6bb",
"name": "Friedhelm C. Hummel"
},
"organization": {
"id": "8240c288-2941-4bc2-844a-4da8d8a269dd",
"pref_label": {
"en": "Ècole Polytechnique Fédérale de Lausanne",
"fi": "Ecole Polytechnique Federale de Lausanne",
"sv": "Ecole Polytechnique Federale de Lausanne"
}
}
},
{
"id": "3c4a9f8f-ad3c-4383-9ec4-09a3d69934b6",
"roles": [
"creator"
],
"person": {
"id": "4c319605-84eb-473e-9ab9-0f45f2ddb113",
"name": "Juuso T. Korhonen",
"external_identifier": "https://orcid.org/0000-0001-7802-7084"
},
"organization": {
"id": "bc4c943c-ddaa-4195-aaaa-6d97aa34d359",
"pref_label": {
"en": "Department of Applied Physics",
"fi": "Department of Applied Physics",
"sv": "Department of Applied Physics",
"und": "Department of Applied Physics"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T304",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "e91add91-f295-4d10-9602-43152b6eb995",
"roles": [
"creator"
],
"person": {
"id": "1b2468a1-36c2-4c39-b63e-06b9c7618e9b",
"name": "Dogu B. Aydogan",
"external_identifier": "https://orcid.org/0000-0002-7840-3294"
},
"organization": {
"id": "86afbccf-e694-42e1-bcf1-51d9e0bd8972",
"pref_label": {
"en": "Department of Neuroscience and Biomedical Engineering",
"fi": "Department of Neuroscience and Biomedical Engineering",
"sv": "Department of Neuroscience and Biomedical Engineering",
"und": "Department of Neuroscience and Biomedical Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T314",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "0720d055-2ced-430f-abd0-752c33114faa",
"roles": [
"creator"
],
"person": {
"id": "c0cbe41e-807a-4004-8655-2868cf3d4cb3",
"name": "Pantelis Lioumis",
"external_identifier": "https://orcid.org/0000-0003-2016-9199"
},
"organization": {
"id": "86afbccf-e694-42e1-bcf1-51d9e0bd8972",
"pref_label": {
"en": "Department of Neuroscience and Biomedical Engineering",
"fi": "Department of Neuroscience and Biomedical Engineering",
"sv": "Department of Neuroscience and Biomedical Engineering",
"und": "Department of Neuroscience and Biomedical Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T314",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "4fb134ef-2541-4626-becb-59fed353daed",
"roles": [
"creator"
],
"person": {
"id": "348f14d0-cc79-4c97-936c-9ab4260095a5",
"name": "Nima Taherinejad"
},
"organization": {
"id": "44c832d6-4a8c-4ab3-b26d-6b7c85a812d7",
"pref_label": {
"en": "Technische Universität Wien",
"fi": "Wienin teknillinen korkeakoulu",
"sv": "Wienin teknillinen korkeakoulu"
}
}
},
{
"id": "9ca45a1e-9d6f-4f4e-a740-e0125990ea50",
"roles": [
"creator"
],
"person": {
"id": "73b60f8b-69c4-4da3-9baa-fa254e99541e",
"name": "Tibor Grasser"
},
"organization": {
"id": "44c832d6-4a8c-4ab3-b26d-6b7c85a812d7",
"pref_label": {
"en": "Technische Universität Wien",
"fi": "Wienin teknillinen korkeakoulu",
"sv": "Wienin teknillinen korkeakoulu"
}
}
},
{
"id": "259a44f9-682e-42d0-b193-248f806c6851",
"roles": [
"creator"
],
"person": {
"id": "050ca9b8-49df-42c8-ba53-3f9cdacb5b00",
"name": "Risto J. Ilmoniemi",
"external_identifier": "https://orcid.org/0000-0002-3340-2618"
},
"organization": {
"id": "86afbccf-e694-42e1-bcf1-51d9e0bd8972",
"pref_label": {
"en": "Department of Neuroscience and Biomedical Engineering",
"fi": "Department of Neuroscience and Biomedical Engineering",
"sv": "Department of Neuroscience and Biomedical Engineering",
"und": "Department of Neuroscience and Biomedical Engineering"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T314",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "09a54b8d-c178-4842-96d7-ee3c7eff5565",
"roles": [
"publisher"
],
"organization": {
"id": "c523dc2b-c15d-4808-a1ed-5ceb08657077",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "The first release of the DELMEP algorithm for automated MEP latency annotation using a deep learning algorithm.\r\n\r\nThe title and description of this software/code correspond with the situation when the software metadata was imported to ACRIS. The most recent version of metadata is available in the original repository."
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2023-05-10",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.5281/zenodo.7920466",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://zenodo.org/record/7920467"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "DELMEP: A deep learning algorithm for automated annotation of motor evoked potential latencies"
},
"created": "2025-11-17T11:20:54Z",
"modified": "2025-11-17T11:20:54Z",
"dataset_versions": [
{
"id": "62f31f6f-f375-4771-90f0-0d16995932fe",
"title": {
"en": "DELMEP: A deep learning algorithm for automated annotation of motor evoked potential latencies"
},
"persistent_identifier": "10.5281/zenodo.7920466",
"state": "published",
"created": "2025-11-17T11:20:54Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:20:54Z",
"record_modified": "2025-11-17T11:20:55Z"
},
{
"id": "ca88a321-6f67-47e6-8423-651bdfd55f4a",
"access_rights": {
"id": "ca36db73-9c16-42a6-b700-b3a78c2fb589",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "9109dd03-9f79-4e6c-bc91-34663947ff05",
"roles": [
"creator"
],
"person": {
"id": "82fdac72-9430-4c98-a79c-ce2e3cc8285a",
"name": "Tali Lemcoff"
},
"organization": {
"id": "02d8ca71-42f5-424f-a69e-9cd3dec92ea1",
"pref_label": {
"en": "Ben-Gurion University of the Negev",
"fi": "Ben-Gurion University of the Negev",
"sv": "Ben-Gurion University of the Negev"
}
}
},
{
"id": "bf5a7c59-5022-4978-8799-dd7a8f8b46b8",
"roles": [
"creator"
],
"person": {
"id": "f3ec355e-6f2d-4b36-a642-ca255b9940e7",
"name": "Lotem Alus"
},
"organization": {
"id": "c2840758-10a8-4a4e-a0ad-4cdbbf7eb6a1",
"pref_label": {
"en": "Weizmann Institute of Science",
"fi": "Weizmann Institute of Science",
"sv": "Weizmann Institute of Science"
}
}
},
{
"id": "9824f620-7208-4eab-8a0b-e442222a1466",
"roles": [
"creator"
],
"person": {
"id": "754b4b6a-c74c-4b7b-934b-d80047a92f46",
"name": "Johannes S. Haataja",
"external_identifier": "https://orcid.org/0000-0002-4523-4199"
},
"organization": {
"id": "bc4c943c-ddaa-4195-aaaa-6d97aa34d359",
"pref_label": {
"en": "Department of Applied Physics",
"fi": "Department of Applied Physics",
"sv": "Department of Applied Physics",
"und": "Department of Applied Physics"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T304",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "7919ba69-72bc-4496-8960-dc665fb9764a",
"roles": [
"creator"
],
"person": {
"id": "435e7b32-2706-427e-9202-497c06a0b73a",
"name": "Avital Wagner"
},
"organization": {
"id": "02d8ca71-42f5-424f-a69e-9cd3dec92ea1",
"pref_label": {
"en": "Ben-Gurion University of the Negev",
"fi": "Ben-Gurion University of the Negev",
"sv": "Ben-Gurion University of the Negev"
}
}
},
{
"id": "0ad742e1-b464-4e04-b2fc-72113f4c842a",
"roles": [
"creator"
],
"person": {
"id": "b0d48920-d7bf-46be-ba7b-5359a736e31a",
"name": "Gan Zhang"
},
"organization": {
"id": "9e97d8ff-996f-4bce-808e-a8e536f91fbb",
"pref_label": {
"en": "Lanzhou University",
"fi": "Lanzhou University",
"sv": "Lanzhou University"
}
}
},
{
"id": "e79f8842-ffbb-4714-9811-9a39768be555",
"roles": [
"creator"
],
"person": {
"id": "e33a38e5-1779-4520-8c05-967ef3ce20fa",
"name": "Mariela J. Pavan"
},
"organization": {
"id": "02d8ca71-42f5-424f-a69e-9cd3dec92ea1",
"pref_label": {
"en": "Ben-Gurion University of the Negev",
"fi": "Ben-Gurion University of the Negev",
"sv": "Ben-Gurion University of the Negev"
}
}
},
{
"id": "dac79bff-e166-43ca-a52c-358e781a83e2",
"roles": [
"creator"
],
"person": {
"id": "57c83d38-f767-464c-ae83-d6aaa094dcb2",
"name": "Venkata Jayasurya Yallapragada"
},
"organization": {
"id": "ab174e6e-ca8c-40c3-b1fa-1e0b07d391db",
"pref_label": {
"en": "Indian Institute of Technology Kanpur",
"fi": "Indian Institute of Technology Kanpur",
"sv": "Indian Institute of Technology Kanpur"
}
}
},
{
"id": "5246e996-4aa8-4e83-b611-60a7445d9487",
"roles": [
"creator"
],
"person": {
"id": "94d08d85-5ec5-4ff0-9a67-84dc76f44156",
"name": "Silvia Vignolini"
},
"organization": {
"id": "2974d720-b7ce-476c-928b-3125afd50dcf",
"pref_label": {
"en": "University of Cambridge",
"fi": "University of Cambridge",
"sv": "University of Cambridge"
}
}
},
{
"id": "a9399862-d8f5-47de-9af1-ad005c2d74d6",
"roles": [
"creator"
],
"person": {
"id": "07705c01-bef5-409c-9cdb-9aaabe5727d5",
"name": "Dan Oron"
},
"organization": {
"id": "c2840758-10a8-4a4e-a0ad-4cdbbf7eb6a1",
"pref_label": {
"en": "Weizmann Institute of Science",
"fi": "Weizmann Institute of Science",
"sv": "Weizmann Institute of Science"
}
}
},
{
"id": "9a159e45-be80-446e-99dc-7d7791cd27c2",
"roles": [
"creator"
],
"person": {
"id": "145ff56d-9f40-4356-b920-07abefcf3ee6",
"name": "Lukas Schertel"
},
"organization": {
"id": "0bdb7ec3-ad47-4b3b-8b4c-907a00a77748",
"pref_label": {
"en": "University of Fribourg",
"fi": "University of Fribourg",
"sv": "University of Fribourg"
}
}
},
{
"id": "587ef5c6-c7bd-4ec4-982b-bd9df4c8fcd6",
"roles": [
"creator"
],
"person": {
"id": "44cb3280-9f19-4952-86aa-4b54a0a4909d",
"name": "Benjamin A. Palmer"
},
"organization": {
"id": "02d8ca71-42f5-424f-a69e-9cd3dec92ea1",
"pref_label": {
"en": "Ben-Gurion University of the Negev",
"fi": "Ben-Gurion University of the Negev",
"sv": "Ben-Gurion University of the Negev"
}
}
},
{
"id": "7f6121c5-e31f-48f9-a3af-b5843a0c130a",
"roles": [
"publisher"
],
"organization": {
"id": "d752cf13-20aa-46c6-8b24-44228ffd6b5f",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Data and code for \"Brilliant whiteness in shrimp from ultra-thin layers of birefringent nanospheres\""
},
"field_of_science": [
{
"id": "7e12a692-26de-4e3c-b28c-64f8a32ef40a",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta114",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Physical sciences",
"fi": "Fysiikka",
"sv": "Fysik"
}
}
],
"infrastructure": [],
"issued": "2023-04-27",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.5281/zenodo.7658791",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://zenodo.org/record/7658792"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Data and code for \"Brilliant whiteness in shrimp from ultra-thin layers of birefringent nanospheres\""
},
"created": "2025-11-17T11:20:50Z",
"modified": "2025-11-17T11:20:50Z",
"dataset_versions": [
{
"id": "ca88a321-6f67-47e6-8423-651bdfd55f4a",
"title": {
"en": "Data and code for \"Brilliant whiteness in shrimp from ultra-thin layers of birefringent nanospheres\""
},
"persistent_identifier": "10.5281/zenodo.7658791",
"state": "published",
"created": "2025-11-17T11:20:50Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:20:51Z",
"record_modified": "2025-11-17T11:20:51Z"
},
{
"id": "d8968193-9225-4cc2-bef0-4d5a84845998",
"access_rights": {
"id": "ca73a733-30b7-4793-b274-aadabf7515a1",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "bc110b27-0030-4732-946e-d039099d31d0",
"roles": [
"creator"
],
"person": {
"id": "4d4111f9-5857-4183-a24c-8de089abd306",
"name": "Petri Forsström",
"external_identifier": "https://orcid.org/0000-0002-2357-2517"
},
"organization": {
"id": "bcf4d306-dcb4-4d5d-b303-c6e0604e27cb",
"pref_label": {
"en": "Department of Built Environment",
"fi": "Department of Built Environment",
"sv": "Department of Built Environment",
"und": "Department of Built Environment"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T213",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "d4c9bf4a-d855-43ad-ad71-365f4ab261d9",
"roles": [
"contributor"
],
"person": {
"id": "f7271a4d-f257-45a1-a976-c6e613f55a0e",
"name": "Aarne Hovi",
"external_identifier": "https://orcid.org/0000-0002-4384-5279"
},
"organization": {
"id": "bcf4d306-dcb4-4d5d-b303-c6e0604e27cb",
"pref_label": {
"en": "Department of Built Environment",
"fi": "Department of Built Environment",
"sv": "Department of Built Environment",
"und": "Department of Built Environment"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T213",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "2e626539-f7b8-4593-be6a-3a81ae4a3dd1",
"roles": [
"contributor"
],
"person": {
"id": "157c471c-b643-447e-869b-13aa8ee2e018",
"name": "Jussi Juola",
"external_identifier": "https://orcid.org/0000-0002-6050-7247"
},
"organization": {
"id": "bcf4d306-dcb4-4d5d-b303-c6e0604e27cb",
"pref_label": {
"en": "Department of Built Environment",
"fi": "Department of Built Environment",
"sv": "Department of Built Environment",
"und": "Department of Built Environment"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T213",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "20e1eb3a-cb8c-4b28-90d4-8688c89ca8a8",
"roles": [
"contributor"
],
"person": {
"id": "d62a6921-cb18-473a-8174-920fabbdeed1",
"name": "Miina Rautiainen",
"external_identifier": "https://orcid.org/0000-0002-6568-3258"
},
"organization": {
"id": "bcf4d306-dcb4-4d5d-b303-c6e0604e27cb",
"pref_label": {
"en": "Department of Built Environment",
"fi": "Department of Built Environment",
"sv": "Department of Built Environment",
"und": "Department of Built Environment"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T213",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "beb1c254-df9b-4588-a1c8-897a028382c3",
"roles": [
"publisher"
],
"organization": {
"id": "56b99a3c-f4ca-47b5-b249-aa7c2402b0f2",
"pref_label": {
"en": "Mendeley Data",
"fi": "Mendeley Data",
"sv": "Mendeley Data"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "The dataset includes understory spectral reflectance factors at wavelengths of 350–2500 nm, fractional cover data of understory, forest inventory data, and data on the light availability at forest floor (diffuse non-interceptance, DIFN) and tree canopy structure (effective plant area index, PAIe) in hemiboreal and temperate forests in Europe. The data were collected near peak growing seasons 2019–2020 in situ in total of 31 forest stands in a hemiboreal study site in Estonia (13 stands: 58°17’N, 27°19’E), and temperate mountain (8 stands: 49°30′N, 18°32′E) and floodplain (10 stands: 48°41′N, 16°57′E) sites in the Czech Republic.\r\n\r\nThe first spread sheet contains descriptions of the variables, second spread sheet the stand characteristics, and third the spectral data.\r\n\r\nWe thank Daniel Schraik, Bijay Karki, Titta Majasalmi, Petr Lukeš, Lucie Homolová, Mait Lang, Jan Pisek, Mihkel Kaha, and Lauri Korhonen for collaboration. Data collection and preparation was supported by the Academy of Finland [BOREALITY, grant number 286390; and DIMEBO, grant number 3323004]; and by the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme [grant agreement No 771049]. The content reflects only the authors’ view and the Agency is not responsible for any use that may be made of the information it contains.\r\n\r\nIf you use the dataset, please cite Forsström et al. [1,2]. \r\n\r\nA similar dataset for a boreal forest site in Finland is available from Forsström et al. [3]. Together, these datasets can be used to reproduce the results of Forsström et al. [1].\r\n\r\n[1] Forsström, P.R., Hovi, A., Juola, J., Rautiainen, M., 2023. Links between light availability and spectral properties of forest floor in European forests. Agricultural and Forest Meteorology. doi:10.1016/j.agrformet.2023.109481\r\n[2] Forsström, P.R, Hovi, A., Juola, J., Rautiainen, M., 2023. Dataset of tree canopy structure, understory reflectance spectra and fractional cover in hemiboreal and temperate forest areas in Estonia and the Czech Republic. Mendeley Data, V1. doi:10.17632/9dx32rszp8.1\r\n[3] Forsström, P.R., Juola, J., Hovi, A., Rautiainen, M., 2023. Dataset of understory reflectance spectra and fractional cover in a boreal forest area in Finland. Mendeley Data, V2. doi:10.17632/2g9nkcdj53.2"
},
"field_of_science": [
{
"id": "7334f2e9-1aae-4b87-9088-8226211b06c9",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1171",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Geosciences",
"fi": "Geotieteet",
"sv": "Geovetenskaper"
}
}
],
"infrastructure": [],
"issued": "2023-05-02",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.17632/9dx32rszp8.1",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://data.mendeley.com/datasets/9dx32rszp8"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Dataset of tree canopy structure, understory reflectance spectra and fractional cover in hemiboreal and temperate forest areas in Estonia and the Czech Republic"
},
"created": "2025-11-17T11:20:47Z",
"modified": "2025-11-17T11:20:47Z",
"dataset_versions": [
{
"id": "d8968193-9225-4cc2-bef0-4d5a84845998",
"title": {
"en": "Dataset of tree canopy structure, understory reflectance spectra and fractional cover in hemiboreal and temperate forest areas in Estonia and the Czech Republic"
},
"persistent_identifier": "10.17632/9dx32rszp8.1",
"state": "published",
"created": "2025-11-17T11:20:47Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:20:48Z",
"record_modified": "2025-11-17T11:20:48Z"
},
{
"id": "722b74c9-884b-4a9f-a45d-d7185d7e8480",
"access_rights": {
"id": "2c201eec-9bbd-40ea-9efe-43bdb7c6424b",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "9aba2c3c-6638-4e6f-aecc-0351f232aa70",
"roles": [
"creator"
],
"person": {
"id": "e2ef730d-5238-422d-be9a-896510fa92be",
"name": "Gui Zhi Cheng"
},
"organization": {
"id": "21f07a24-0bcb-4098-90d1-a363ae009890",
"pref_label": {
"en": "East China University of Science and Technology",
"fi": "East China University of Science and Technology",
"sv": "East China University of Science and Technology"
}
}
},
{
"id": "b0f247a2-5c43-41ff-89c5-0b7d40aefae7",
"roles": [
"creator"
],
"person": {
"id": "9db5e93c-379a-445d-b89a-0778818cb143",
"name": "An Chen",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "69844116-cc26-4e79-a09f-e5e42330f17a",
"pref_label": {
"en": "Department of Industrial Engineering and Management",
"fi": "Department of Industrial Engineering and Management",
"sv": "Department of Industrial Engineering and Management",
"und": "Department of Industrial Engineering and Management"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T307",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "b2fbfd74-6914-42c5-9af3-035913f5c2de",
"roles": [
"creator"
],
"person": {
"id": "67c27cce-97d5-4143-9db7-67911e28024b",
"name": "Youdi Xin"
},
"organization": {
"id": "21f07a24-0bcb-4098-90d1-a363ae009890",
"pref_label": {
"en": "East China University of Science and Technology",
"fi": "East China University of Science and Technology",
"sv": "East China University of Science and Technology"
}
}
},
{
"id": "d02991f5-745e-4549-98d6-32a9f6fe0425",
"roles": [
"creator"
],
"person": {
"id": "ae71c6ee-1ebc-4688-8d2a-025edf097b72",
"name": "Qian Qian Ni"
},
"organization": {
"id": "21f07a24-0bcb-4098-90d1-a363ae009890",
"pref_label": {
"en": "East China University of Science and Technology",
"fi": "East China University of Science and Technology",
"sv": "East China University of Science and Technology"
}
}
},
{
"id": "12219ea2-7756-421d-aada-393762bb67d2",
"roles": [
"publisher"
],
"organization": {
"id": "b90d9d75-ce30-4a17-8060-2bdf1fd0e2c9",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Abstract Aim This study aimed to evaluate the effects of using the teach-back method among women with limited maternal health literacy (LMHL) on maternal health literacy(MHL), postpartum health behaviours and maternal-infant health outcomes. Methods A randomized controlled study was conducted in the obstetrics department of Anhui Provincial Hospital, China. A total of 258 pregnant women with LMHL were recruited at the point of admission to the hospital for birth and randomly assigned to the control group (n = 130), where women received routine education sessions, and the teach-back group (n = 128), where women received routine education sessions plus a teach-back intervention. The two groups were assessed in terms of MHL before and after the intervention, breastfeeding execution, uptake of 42-day postpartum check-ups, complete uptake of one-time recommended vaccines, and physical health outcomes. Statistical tests were employed for data analysis. Results There was no significant difference between the two groups in terms of MHL and other social, demographic, and medical status at baseline. After the intervention, the teach-back group had a higher level of MHL (p < 0.001), better postpartum health behaviours in terms of exclusive breastfeeding within 24 hours postpartum (x2 = 22.853, p"
},
"field_of_science": [
{
"id": "dfda8c5a-5949-4867-b9e2-f9fe9fee7a2f",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta520",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Other social sciences",
"fi": "Muut yhteiskuntatieteet",
"sv": "Övriga samhällsvetenskaper"
}
}
],
"infrastructure": [],
"issued": "2023-04-13",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.6084/m9.figshare.c.6575879.v1",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://springernature.figshare.com/collections/Using_the_teach-back_method_to_improve_postpartum_maternal-infant_health_among_women_with_limited_maternal_health_literacy_a_randomized_controlled_study/6575879/1"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Using the teach-back method to improve postpartum maternal-infant health among women with limited maternal health literacy: a randomized controlled study"
},
"created": "2025-11-17T11:20:44Z",
"modified": "2025-11-17T11:20:44Z",
"dataset_versions": [
{
"id": "722b74c9-884b-4a9f-a45d-d7185d7e8480",
"title": {
"en": "Using the teach-back method to improve postpartum maternal-infant health among women with limited maternal health literacy: a randomized controlled study"
},
"persistent_identifier": "10.6084/m9.figshare.c.6575879.v1",
"state": "published",
"created": "2025-11-17T11:20:44Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:20:44Z",
"record_modified": "2025-11-17T11:20:45Z"
},
{
"id": "1d82e814-5a03-4876-aec3-07344c38c9ed",
"access_rights": {
"id": "120f62e5-fe4a-4e08-8e06-5e49cef80aa9",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "ce2d2a5b-fa62-4f83-90b2-247d2e6cf60f",
"roles": [
"creator"
],
"person": {
"id": "3b99177b-56d1-46e8-a3ca-2afcff595802",
"name": "Dovydas Kičiatovas"
},
"organization": {
"id": "7dc6fb21-5b71-4221-8513-13881b6d0d6b",
"pref_label": {
"en": "University of Helsinki",
"fi": "University of Helsinki",
"sv": "University of Helsinki"
}
}
},
{
"id": "2cce5d12-aaf9-45fa-a716-464918ac0287",
"roles": [
"creator"
],
"person": {
"id": "4441b946-eb8f-43c6-8813-e7f3402a5fd9",
"name": "Qingli Guo"
},
"organization": {
"id": "7dc6fb21-5b71-4221-8513-13881b6d0d6b",
"pref_label": {
"en": "University of Helsinki",
"fi": "University of Helsinki",
"sv": "University of Helsinki"
}
}
},
{
"id": "8800fdbd-6fe4-4cd9-900f-106204ed0f80",
"roles": [
"creator"
],
"person": {
"id": "bccfdb37-7ff7-4cf5-a461-9547543c2db2",
"name": "Miika Kailas"
},
"organization": {
"id": "33e90390-562b-4317-8546-1aca211b9427",
"pref_label": {
"en": "University of Jyväskylä",
"fi": "University of Jyväskylä",
"sv": "University of Jyväskylä"
}
}
},
{
"id": "91662110-90eb-4010-95de-59c566d62f64",
"roles": [
"creator"
],
"person": {
"id": "e35d24ab-5ebf-4fba-8a5d-fabc96db2ce5",
"name": "Henri Pesonen",
"external_identifier": "https://orcid.org/0000-0003-4500-2926"
},
"organization": {
"id": "f3701748-e8d7-4906-8fd8-85080daf2883",
"pref_label": {
"en": "University of Oslo",
"fi": "University of Oslo",
"sv": "University of Oslo"
}
}
},
{
"id": "ff46b4c4-cc1e-4075-b5f5-40d3c36bf33f",
"roles": [
"creator"
],
"person": {
"id": "b0e4a0ff-d585-45e0-b93d-9877ce6df506",
"name": "Jukka Corander",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "3f448ad1-1093-4e10-9528-6c2ab377860f",
"pref_label": {
"en": "Wellcome Trust Sanger Institute",
"fi": "Wellcome Trust Sanger Institute",
"sv": "Wellcome Trust Sanger Institute"
}
}
},
{
"id": "60dcbf6b-9974-4384-aa79-8002a636ba3f",
"roles": [
"creator"
],
"person": {
"id": "243c1072-62ae-477d-af3b-40dc5eb9cc59",
"name": "Samuel Kaski",
"external_identifier": "https://orcid.org/0000-0003-1925-9154"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "213e1735-0db7-40bf-9af4-48ce1daeff19",
"roles": [
"creator"
],
"person": {
"id": "bbc9b83d-4edf-400e-bbdb-4fef5b0cc3c1",
"name": "Esa Pitkänen"
},
"organization": {
"id": "7dc6fb21-5b71-4221-8513-13881b6d0d6b",
"pref_label": {
"en": "University of Helsinki",
"fi": "University of Helsinki",
"sv": "University of Helsinki"
}
}
},
{
"id": "1fe53f68-4f50-422e-afca-97ede994b5b3",
"roles": [
"creator"
],
"person": {
"id": "f099b799-72a8-4bf7-ba24-b99d9eedbae6",
"name": "Ville Mustonen",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "7dc6fb21-5b71-4221-8513-13881b6d0d6b",
"pref_label": {
"en": "University of Helsinki",
"fi": "University of Helsinki",
"sv": "University of Helsinki"
}
}
},
{
"id": "b3056c65-ee48-4b13-8d3a-114c5ea5ec3d",
"roles": [
"publisher"
],
"organization": {
"id": "720ab4f8-3c32-4523-98ee-9f6b967369f9",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Abstract Background A deep understanding of carcinogenesis at the DNA level underpins many advances in cancer prevention and treatment. Mutational signatures provide a breakthrough conceptualisation, as well as an analysis framework, that can be used to build such understanding. They capture somatic mutation patterns and at best identify their causes. Most studies in this context have focused on an inherently additive analysis, e.g. by non-negative matrix factorization, where the mutations within a cancer sample are explained by a linear combination of independent mutational signatures. However, other recent studies show that the mutational signatures exhibit non-additive interactions. Results We carefully analysed such additive model fits from the PCAWG study cataloguing mutational signatures as well as their activities across thousands of cancers. Our analysis identified systematic and non-random structure of residuals that is left unexplained by the additive model. We used hierarchical clustering to identify cancer subsets with similar residual profiles to show that both systematic mutation count overestimation and underestimation take place. We propose an extension to the additive mutational signature model—multiplicatively acting modulatory processes—and develop a maximum-likelihood framework to identify such modulatory mutational signatures. The augmented model is expressive enough to almost fully remove the observed systematic residual patterns. Conclusion We suggest the modulatory processes biologically relate to sample specific DNA repair propensities with cancer or tissue type specific profiles. Overall, our results identify an interesting direction where to expand signature analysis."
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2023-04-13",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.6084/m9.figshare.c.6579047",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://springernature.figshare.com/collections/Identification_of_multiplicatively_acting_modulatory_mutational_signatures_in_cancer/6579047"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Identification of multiplicatively acting modulatory mutational signatures in cancer"
},
"created": "2025-11-17T11:20:40Z",
"modified": "2025-11-17T11:20:40Z",
"dataset_versions": [
{
"id": "1d82e814-5a03-4876-aec3-07344c38c9ed",
"title": {
"en": "Identification of multiplicatively acting modulatory mutational signatures in cancer"
},
"persistent_identifier": "10.6084/m9.figshare.c.6579047",
"state": "published",
"created": "2025-11-17T11:20:40Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:20:41Z",
"record_modified": "2025-11-17T11:20:41Z"
},
{
"id": "698761c3-ec22-4a83-8a97-f283dc1e80e4",
"access_rights": {
"id": "925dffb1-8fac-45c3-9565-368103b7d463",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "ac418b31-3803-4e16-86d3-cbcd988a2a09",
"roles": [
"creator"
],
"person": {
"id": "1a37e5a9-3c63-4dfb-8a22-beffed8ac604",
"name": "Hongbo Zhao",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "b85aefb3-6795-4689-90ea-009f62d739c4",
"pref_label": {
"en": "University of Helsinki",
"fi": "University of Helsinki",
"sv": "University of Helsinki"
}
}
},
{
"id": "0d955be3-afe9-4430-9979-630fed9fcdee",
"roles": [
"creator"
],
"person": {
"id": "db2389ac-6d11-42a8-ab18-762e99788c24",
"name": "Johanna Karppi",
"external_identifier": "https://orcid.org/0000-0002-8393-6546"
},
"organization": {
"id": "b85aefb3-6795-4689-90ea-009f62d739c4",
"pref_label": {
"en": "University of Helsinki",
"fi": "University of Helsinki",
"sv": "University of Helsinki"
}
}
},
{
"id": "95741f59-bc6d-4a8c-939c-62dd51596554",
"roles": [
"creator"
],
"person": {
"id": "93ee1193-5869-4d8f-b42c-72578dcddb6c",
"name": "Thi Truc Minh Nguyen"
},
"organization": {
"id": "9099fd71-789f-401c-ae1c-571948f848f0",
"pref_label": {
"en": "Concordia University",
"fi": "Concordia University",
"sv": "Concordia University"
}
}
},
{
"id": "abfa86bb-5a28-45fc-b35f-8f7f85ea3267",
"roles": [
"creator"
],
"person": {
"id": "fb9a9a94-a481-479e-920d-82ad5add0de7",
"name": "Annie Bellemare"
},
"organization": {
"id": "9099fd71-789f-401c-ae1c-571948f848f0",
"pref_label": {
"en": "Concordia University",
"fi": "Concordia University",
"sv": "Concordia University"
}
}
},
{
"id": "93711179-6bb0-4f58-8986-068a2a6c3497",
"roles": [
"creator"
],
"person": {
"id": "acb9da15-c09f-49a5-9541-a7d5dca5077c",
"name": "Adrian Tsang"
},
"organization": {
"id": "9099fd71-789f-401c-ae1c-571948f848f0",
"pref_label": {
"en": "Concordia University",
"fi": "Concordia University",
"sv": "Concordia University"
}
}
},
{
"id": "ca3210c0-dc19-4c92-999b-727310758165",
"roles": [
"creator"
],
"person": {
"id": "77977918-94aa-4944-a727-4b36be825498",
"name": "Emma Master",
"external_identifier": "https://orcid.org/0000-0002-6837-9817"
},
"organization": {
"id": "9c6c9aea-29dd-4d50-8e25-6282819ed78d",
"pref_label": {
"en": "Department of Bioproducts and Biosystems",
"fi": "Department of Bioproducts and Biosystems",
"sv": "Department of Bioproducts and Biosystems",
"und": "Department of Bioproducts and Biosystems"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T107",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "c7c4dddb-a659-4f56-a186-68410d94ce37",
"roles": [
"creator"
],
"person": {
"id": "e5d565d0-eee7-4b21-8dcf-f612e8a75744",
"name": "Maija Tenkanen"
},
"organization": {
"id": "b85aefb3-6795-4689-90ea-009f62d739c4",
"pref_label": {
"en": "University of Helsinki",
"fi": "University of Helsinki",
"sv": "University of Helsinki"
}
}
},
{
"id": "9589dde0-20ca-4a03-9123-1396a3436ec7",
"roles": [
"publisher"
],
"organization": {
"id": "034fce90-4533-4674-800c-d8b1fcdfbc3a",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Additional file 3: Multiple sequence alignment profile for the dehydrogenase domain of AA3_1 proteins."
},
"field_of_science": [
{
"id": "b489ea4f-cc0c-4c00-a88f-96426f644546",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta215",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Chemical engineering",
"fi": "Teknillinen kemia, kemian prosessitekniikka",
"sv": "Teknisk kemi, kemisk processteknik"
}
}
],
"infrastructure": [],
"issued": "2023-04-13",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.6084/m9.figshare.22609456.v1",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://springernature.figshare.com/articles/dataset/Additional_file_3_of_Characterization_of_a_novel_AA3_1_xylooligosaccharide_dehydrogenase_from_Thermothelomyces_myriococcoides_CBS_398_93/22609456/1"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Additional file 3 of Characterization of a novel AA3_1 xylooligosaccharide dehydrogenase from Thermothelomyces myriococcoides CBS 398.93"
},
"created": "2025-11-17T11:20:37Z",
"modified": "2025-11-17T11:20:37Z",
"dataset_versions": [
{
"id": "698761c3-ec22-4a83-8a97-f283dc1e80e4",
"title": {
"en": "Additional file 3 of Characterization of a novel AA3_1 xylooligosaccharide dehydrogenase from Thermothelomyces myriococcoides CBS 398.93"
},
"persistent_identifier": "10.6084/m9.figshare.22609456.v1",
"state": "published",
"created": "2025-11-17T11:20:37Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:20:37Z",
"record_modified": "2025-11-17T11:20:38Z"
},
{
"id": "20dbfed7-a30f-4315-9497-d4d391fcef9d",
"access_rights": {
"id": "0b5ee7aa-eb84-4672-936e-d55036a2c60a",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "8af8907a-1779-4dbf-a642-9f27bcd59e59",
"roles": [
"creator"
],
"person": {
"id": "62d09d9f-7823-48dc-b22f-c8e52de2bf24",
"name": "Maia H. Malonzo",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "c23dbb96-05e8-43a1-aaa7-7a2bbc1c4dde",
"roles": [
"creator"
],
"person": {
"id": "6ccc01a6-03f7-4920-b211-78389295d5ed",
"name": "Harri Lähdesmäki",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "6400ebf2-a957-4099-98f8-e6973958e76c",
"roles": [
"publisher"
],
"organization": {
"id": "fb1dab53-5b29-49c9-94f9-2e8a726c213b",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Additional file 2: Enriched GO terms using Mouse Phenotype"
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2023-04-13",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.6084/m9.figshare.22610645.v1",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://springernature.figshare.com/articles/dataset/Additional_file_2_of_LuxHMM_DNA_methylation_analysis_with_genome_segmentation_via_hidden_Markov_model/22610645/1"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Additional file 2 of LuxHMM: DNA methylation analysis with genome segmentation via hidden Markov model"
},
"created": "2025-11-17T11:20:34Z",
"modified": "2025-11-17T11:20:34Z",
"dataset_versions": [
{
"id": "20dbfed7-a30f-4315-9497-d4d391fcef9d",
"title": {
"en": "Additional file 2 of LuxHMM: DNA methylation analysis with genome segmentation via hidden Markov model"
},
"persistent_identifier": "10.6084/m9.figshare.22610645.v1",
"state": "published",
"created": "2025-11-17T11:20:34Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:20:34Z",
"record_modified": "2025-11-17T11:20:35Z"
},
{
"id": "eea0fec9-f5ac-4e04-99ab-e22d2df31fe4",
"access_rights": {
"id": "476e56c3-c169-4c87-b164-c2a8df1c1914",
"license": [
{
"id": "35b18e72-3819-4ec6-a1be-14624f29d968",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC-BY-4.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
"fi": "Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)"
}
}
],
"access_type": {
"id": "d01ac02c-fc70-4c68-9434-8383cb693ff0",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Open",
"fi": "Avoin"
}
},
"restriction_grounds": []
},
"actors": [
{
"id": "73ba8dc9-7d19-445e-9a22-62322ef33ada",
"roles": [
"creator"
],
"person": {
"id": "2649fb4e-ea39-46c6-82b5-ec9101520bfa",
"name": "Maia H. Malonzo",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "f74a7349-999d-4fe6-9481-600600bdcda5",
"roles": [
"creator"
],
"person": {
"id": "0568e52e-dc6f-452b-8ce8-8459aaa6e8d8",
"name": "Harri Lähdesmäki",
"external_identifier": "https://orcid.org/"
},
"organization": {
"id": "c7963c8c-37b7-4962-84a4-4fe651b4ccb7",
"pref_label": {
"en": "Department of Computer Science",
"fi": "Department of Computer Science",
"sv": "Department of Computer Science",
"und": "Department of Computer Science"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076-T313",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "7d61af1c-0cc6-46fe-9940-21da2b080cb3",
"pref_label": {
"en": "Aalto University",
"fi": "Aalto-yliopisto",
"sv": "Aalto-universitetet",
"und": "Aalto-yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10076",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
},
{
"id": "58022e46-41d8-4771-b68e-1524c5766ec5",
"roles": [
"publisher"
],
"organization": {
"id": "f9bf21e0-0581-4073-959d-04bcece50420",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-acris",
"description": {
"en": "Abstract Background DNA methylation plays an important role in studying the epigenetics of various biological processes including many diseases. Although differential methylation of individual cytosines can be informative, given that methylation of neighboring CpGs are typically correlated, analysis of differentially methylated regions is often of more interest. Results We have developed a probabilistic method and software, LuxHMM, that uses hidden Markov model (HMM) to segment the genome into regions and a Bayesian regression model, which allows handling of multiple covariates, to infer differential methylation of regions. Moreover, our model includes experimental parameters that describe the underlying biochemistry in bisulfite sequencing and model inference is done using either variational inference for efficient genome-scale analysis or Hamiltonian Monte Carlo (HMC). Conclusions Analyses of real and simulated bisulfite sequencing data demonstrate the competitive performance of LuxHMM compared with other published differential methylation analysis methods."
},
"field_of_science": [
{
"id": "33d291b9-9b23-4192-b878-cffc210af1d3",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta113",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Computer and information sciences",
"fi": "Tietojenkäsittely ja informaatiotieteet",
"sv": "Data- och informationsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2023-04-13",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "ac3f9596-0e50-4ac1-9c16-1e143e4e60b5",
"organization": "aalto.fi",
"admin_organization": "aalto.fi"
},
"other_identifiers": [],
"persistent_identifier": "10.6084/m9.figshare.c.6584741",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [
{
"title": {
"en": "Data in remote location",
"fi": "Aineisto ulkoisessa palvelussa",
"sv": "Material i en extern tjänst",
"und": "Data in remote location"
},
"use_category": {
"id": "d91e6ce8-6567-441e-96e8-9d706570a677",
"url": "http://uri.suomi.fi/codelist/fairdata/use_category/code/source",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/use_category",
"pref_label": {
"en": "Source material",
"fi": "Lähdeaineisto"
}
},
"download_url": "https://springernature.figshare.com/collections/LuxHMM_DNA_methylation_analysis_with_genome_segmentation_via_hidden_Markov_model/6584741"
}
],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "LuxHMM: DNA methylation analysis with genome segmentation via hidden Markov model"
},
"created": "2025-11-17T11:20:31Z",
"modified": "2025-11-17T11:20:31Z",
"dataset_versions": [
{
"id": "eea0fec9-f5ac-4e04-99ab-e22d2df31fe4",
"title": {
"en": "LuxHMM: DNA methylation analysis with genome segmentation via hidden Markov model"
},
"persistent_identifier": "10.6084/m9.figshare.c.6584741",
"state": "published",
"created": "2025-11-17T11:20:31Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata",
"record_created": "2025-11-17T11:20:31Z",
"record_modified": "2025-11-17T11:20:32Z"
}
]
}