HTTP 200 OK
Allow: GET, POST, OPTIONS
Content-Type: application/json
Vary: Accept
{
"count": 7869,
"next": "https://metax.fairdata.fi/v3/datasets?format=api&limit=20&offset=1640",
"previous": "https://metax.fairdata.fi/v3/datasets?format=api&limit=20&offset=1600",
"results": [
{
"id": "ca89ac1b-c76c-400c-98c9-22af6a22af3b",
"access_rights": {
"id": "32738dea-d6e9-41a4-b983-438f626ed5d7",
"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": "a9b0670b-c172-4fea-a97c-09e8d1cf067d",
"roles": [
"creator"
],
"person": {
"id": "deabad39-1349-4aa9-9e20-42fc95410241",
"name": "Elizabeth Talbot"
},
"organization": {
"id": "e1c8c9d0-8c40-4880-a57f-c956b94768b1",
"pref_label": {
"en": "Plymouth Marine Laboratory",
"fi": "Plymouth Marine Laboratory",
"sv": "Plymouth Marine Laboratory"
},
"external_identifier": "https://ror.org/05av9mn02"
}
},
{
"id": "a214bcce-bcee-473b-87ff-db975f6fa679",
"roles": [
"creator"
],
"person": {
"id": "06200427-1484-45a7-ad26-52d4db9032d0",
"name": "Ana Queiros"
},
"organization": {
"id": "e1c8c9d0-8c40-4880-a57f-c956b94768b1",
"pref_label": {
"en": "Plymouth Marine Laboratory",
"fi": "Plymouth Marine Laboratory",
"sv": "Plymouth Marine Laboratory"
},
"external_identifier": "https://ror.org/05av9mn02"
}
},
{
"id": "2b97e750-3546-4b02-bb43-1b6165023876",
"roles": [
"contributor"
],
"person": {
"id": "11cbbcce-0eac-4ec2-b80d-7aa458e05b60",
"name": "Marta Coll"
},
"organization": {
"id": "2a1f295a-8a7c-4894-9b14-8dd041c0e2fb",
"pref_label": {
"en": "ICM-CSIC"
}
}
},
{
"id": "1222605b-961d-4c81-bea3-099da2e41e9f",
"roles": [
"contributor"
],
"person": {
"id": "699c1b98-d49b-4c6f-997c-1adad7652a9c",
"name": "Trond Kristiansen"
},
"organization": {
"id": "92d938e5-1a87-40dd-8a8d-f04744df9481",
"pref_label": {
"en": "Norwegian Institute for Water Research",
"fi": "Norwegian Institute for Water Research",
"sv": "Norwegian Institute for Water Research"
},
"external_identifier": "https://ror.org/03hrf8236"
}
},
{
"id": "684f9e9c-ebef-485b-bbcf-f56ec04b2897",
"roles": [
"contributor"
],
"person": {
"id": "5595249f-5429-4dcb-91c5-24b292e39d57",
"name": "Riikka Puntila-Dodd",
"external_identifier": "https://orcid.org/0000-0002-9843-9112"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "1ca7a4f7-b24d-440e-b799-cd4edbff9247",
"roles": [
"contributor"
],
"person": {
"id": "56a41497-9fee-4bb2-9aa3-fd4d3f0e54f2",
"name": "Christopher Lynam"
},
"organization": {
"id": "5bc1ff6f-907a-4942-8f2c-cca7893c43ad",
"pref_label": {
"en": "Centre for Environment, Fisheries and Aquaculture Science",
"fi": "Centre for Environment, Fisheries and Aquaculture Science",
"sv": "Centre for Environment, Fisheries and Aquaculture Science"
},
"external_identifier": "https://ror.org/04r7rxc53"
}
},
{
"id": "40bc0b3c-392f-456b-83bd-1af9c3d33c0a",
"roles": [
"contributor"
],
"person": {
"id": "ec333a19-c6bc-4d9c-96e1-ea34aff21cf0",
"name": "Anaïs Janc"
},
"organization": {
"id": "e05e1b45-5ce8-4765-b60f-73bf328b34ff",
"pref_label": {
"en": "National Research Institute for Agriculture, Food and Environment",
"fi": "National Research Institute for Agriculture, Food and Environment",
"sv": "National Research Institute for Agriculture, Food and Environment"
}
}
},
{
"id": "ced6b2b7-9a5f-41fe-b296-7b218b3895a8",
"roles": [
"publisher"
],
"organization": {
"id": "1902ec60-ee49-49b8-81f0-7a72f05b39c4",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "Shapefiles created for the report \"D6.3, Climate ready strategies for nature-based solutions\", a deliverable report from the Horizon Europe project FutureMARES\r\n\r\nThese shapefiles summarise long-term patterns that emerge from the spatial-meta analysis of physical-biogeochemical and species distribution modelling data, providing an overview of the distribution of climate change refugia and climate change hotspots across six European case study areas between 2026 - 2069, and across the five scenarios considered in the FutureMARES project (Global Sustainability RCP2.6, National Enterprise RCP8.5, World Market RCP8.5, Status Quo RCP2.6 and Status Quo RCP8.5). \r\n\r\nFilenames refer to the case study area and scenario each set of shapefiles belong to. Details of the modelling datasets used in each of these analyses, the meta-analysis method and shapefile creation can be found in the relevant chapter in the report \"D6.3, Climate ready strategies for nature-based solutions\"."
},
"field_of_science": [
{
"id": "ea57f07d-16d8-4c7a-8a52-39ef1112278a",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1181",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Ecology, evolutionary biology",
"fi": "Ekologia, evoluutiobiologia",
"sv": "Ekologi, evolutionsbiologi"
}
}
],
"infrastructure": [],
"issued": "2024-08-29",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.13507309",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Shapefiles showing the locations of long-term climate change refugia and hotspots identified in the FutureMARES report \"D6.3, Climate ready strategies for nature-based solutions\""
},
"created": "2025-10-30T07:37:25Z",
"modified": "2025-10-30T07:37:25Z",
"dataset_versions": [
{
"id": "ca89ac1b-c76c-400c-98c9-22af6a22af3b",
"title": {
"en": "Shapefiles showing the locations of long-term climate change refugia and hotspots identified in the FutureMARES report \"D6.3, Climate ready strategies for nature-based solutions\""
},
"persistent_identifier": "doi:10.5281/zenodo.13507309",
"state": "published",
"created": "2025-10-30T07:37:25Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "f4d3a8a2-a80b-4519-8786-88d6c024a97c",
"access_rights": {
"id": "83e4e0b9-938b-49d7-8c61-764a67470831",
"license": [
{
"id": "0aaeeb69-0a8e-4098-b16f-16c2a942259b",
"description": {
"en": "The dataset is (A) openly available for all users without registration (CC BY 4.0).",
"fi": "Aineisto on (A) vapaasti käytettävissä ilman rekisteröitymistä (CC BY 4.0)."
},
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/other-open",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Other (Open)",
"fi": "Muu (Avoin)"
}
}
],
"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": "2cc2124e-859a-49f0-8fb9-e0cf669dab7c",
"roles": [
"creator"
],
"organization": {
"id": "32fcff23-7d2d-44b4-9283-a5a39c978648",
"pref_label": {
"en": "Statistics Finland",
"fi": "Tilastokeskus",
"sv": "Statistikcentralen",
"und": "Tilastokeskus"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/02454911",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "4ed8b7ca-a3ab-467f-989d-5e1ff0b7f34e",
"roles": [
"creator"
],
"organization": {
"id": "254c58fd-03ed-4035-8dd9-0d0c184487fc",
"pref_label": {
"en": "The Prime Minister's Office",
"fi": "Valtioneuvoston kanslia",
"sv": "Statsrådets kansli",
"und": "Valtioneuvoston kanslia"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/125000",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "e60b2c71-a867-4249-88cd-8b8a9b309721",
"roles": [
"creator"
],
"organization": {
"id": "537d3ed1-dbb8-44b8-8157-93ce5bf9c061",
"pref_label": {
"en": "Prime Minister's Office"
}
}
},
{
"id": "0bc10845-df8d-4599-888c-b30d857f613e",
"roles": [
"publisher"
],
"organization": {
"id": "24e34cd1-11fc-4777-985c-dbdd68b78c24",
"pref_label": {
"en": "Tietoarkisto",
"fi": "Tietoarkisto",
"sv": "Tietoarkisto",
"und": "Tietoarkisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10122-6130",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization",
"parent": {
"id": "ea83ea7b-4d44-4d0b-b4ac-a8df3f00ae20",
"pref_label": {
"en": "Tampere University",
"fi": "Tampereen yliopisto",
"sv": "Tammerfors universitet",
"und": "Tampereen yliopisto"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/10122",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-harvest-fsd",
"description": {
"en": "The Citizens' Pulse surveys examine Finnish attitudes and opinions on current issues. Main themes in the surveys include the activity of authorities, future expectations, trust, and the respondents' own state of mind. This collection round also included questions on the Russian invasion of Ukraine, sustainability, physical activities, and issues that the Finnish government should address. The first collection round of 2025 surveyed the respondents' satisfaction with the state of democracy in Finland, as well as their trust in other people and various institutions (e.g. the Finnish Government, the health care system, the media, and the Finnish Defence Forces). The respondents were asked to evaluate how fair or unfair they thought Finnish society was at present, and their state of mind was examined with questions on various matters relating to well-being. The questions covered, for example, the respondents' own mental well-being, whether they were worried about the adequacy of their income, their confidence in their future, and experiences of stress. The respondents' views were investigated on which societal issues (e.g. promotion of climate action, national defence, poverty reduction, effective healthcare, operating conditions of businesses and investment opportunities) the Finnish government should focus on in the near future. Additionally, the respondents were asked whether Finland's NATO membership had impacted their sense of safety. The next set of questions focused on the Russian invasion of Ukraine and national security in Finland. The respondents were asked how concerned they were about the crisis in Ukraine and its effects, and whether they were concerned that the war might expand beyond Ukraine. The respondents were also asked whether they were concerned that Russia might take military action against Finland or try to interfere with the functioning of Finnish society. Opinions on the economic sanctions imposed on Russia by the EU and whether Finland should be ready to receive significant numbers of refugees from Ukraine if necessary were charted. The respondents were asked whether Finland's response to Russian interference has been adequate and timely, and whether the respondents were concerned about Russia's recent actions. The respondents were also asked whether they had noticed any cyber security issues or instances where purposefully misleading claims based on misinformation were spread on social media or online over the previous month. Voting intentions in the 2024 county and municipal elections in Finland were surveyed by asking the respondents whether they intended to vote in the election, whether they intended to vote during the early voting period or on election day, and whether they felt that by voting they could have an impact on matters that were important to them and the people close to them. The sustainability theme examined whether sufficient measures have been taken in Finland to promote the well-being of nature, people and the economy. Finally, the respondents were asked whether they had been exercising according to the physical activity recommendations in Finland for the past six months and whether they had changed their physical activity behaviour. It was also asked whether the respondents have heard of the 'Get Finland Moving' programme. The cross-governmental, government-level programme is coordinated by the Ministry of Education and Culture. Background variables included the language responded in, the respondent's gender, age group, NUTS3 region of residence, highest level of education, household composition, and perceived financial situation of household.",
"fi": "Kansalaispulssi selvittää suomalaisten mielipiteitä ajankohtaisista aiheista, viranomaisten toiminnasta sekä vastaajan mielialasta ja huolenaiheista. Aineisto sisältää kysymyksiä Venäjän hyökkäyksestä Ukrainaan, kestävästä kehityksestä, liikkumisesta ja liikunnasta sekä teemoista, joihin maan hallituksen pitäisi kiinnittää huomiota. Tämän kierroksen kyselyssä kartoitettiin, kuinka tyytyväisiä vastaajat ovat demokratian toimivuuteen Suomessa sekä kuinka paljon vastaajat luottavat toisiin ihmisiin ja eri instituutioihin. Kysyttiin myös kuinka oikeudenmukaisena he pitävät suomalaista yhteiskuntaa. Edelleen kysyttiin vastaajan mielialasta, luottamuksesta tulevaisuuteen sekä koetusta stressistä ja turvallisuudesta. Lisäksi vastaajat arvioivat, mihin yhteiskunnallisiin teemoihin, kuten kestävään julkiseen talouteen, yritysten toimintaedellytyksiin, ilmastotoiminen edistämiseen ja toimivaan terveydenhuoltoon, hallituksen pitäisi lähitulevaisuudessa erityisesti kiinnittää huomiota. Kysyttiin myös kuinka huolestuneita vastaajat ovat kotitaloutensa toimeentulosta. Turvallisuustilanteeseen ja Venäjän hyökkäykseen Ukrainaan liittyen kysyttiin, huolestuttavatko sodan mahdollinen laajeneminen tai Venäjän vaikuttamispyrkimykset. Lisäksi tiedusteltiin näkemyksiä EU:n Venäjälle asettamien talouspakotteiden hyväksyttävyydestä sekä vastaajien omakohtaisia havaintoja harhaanjohtavaan tietoon perustuvista vaikuttamisyrityksistä tai tietoturvaongelmista internetissä. Tiedusteltiin myös vuoden 2025 alue- ja kuntavaaleissa äänestämisestä. Kestävä kehitys -teemaa tarkasteltiin kysymällä, onko Suomessa vastaajan mielestä tehty riittävästi toimenpiteitä luonnon, ihmisen ja taloudellisen hyvinvoinnin edistämiseksi. Lopuksi kysyttiin, ovatko vastaajat liikkuneet kuuden viime kuukauden aikana liikuntasuositusten mukaisesti ja ovatko he muuttaneet liikuntakäyttäytymistään. Kysyttiin myös, onko vastaaja kuullut Suomi liikkeelle -ohjelmasta. Taustamuuttujina olivat vastauskieli, vastaajan sukupuoli, ikäryhmä, maakunta, koulutus sekä tietoja kotitalouden rakenteesta ja taloudellisesta tilanteesta."
},
"field_of_science": [
{
"id": "eb6d49d6-6bfc-4d8c-86b8-d9497924b295",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta5",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Social sciences",
"fi": "YHTEISKUNTATIETEET",
"sv": "Samhällsvetenskaper"
}
}
],
"infrastructure": [],
"issued": "2025-10-16",
"keyword": [
"mieliala",
"hallituspolitiikka",
"hyvinvointi",
"luottamus",
"kestävä kehitys",
"kriisit",
"turvallisuus",
"instituutiot",
"liikunta",
"Venäjän hyökkäys Ukrainaan 2022",
"vaikuttaminen",
"äänestäminen",
"emotional states",
"exercise (physical activity)",
"government policy",
"dissemination of information",
"sustainability",
"trust",
"war",
"political attitudes",
"well-being (health)",
"international conflict",
"elections",
"Valtiovalta, julkinen hallinto, poliittiset organisaatiot, puolueet",
"Sosiaaliset olot ja indikaattorit",
"Sosiaalinen käyttäytyminen ja asenteet",
"Konfliktit, turvallisuus ja rauha",
"Government, political systems and organisations",
"Social conditions and indicators",
"Social behaviour and attitudes",
"Conflict, security and peace"
],
"language": [
{
"id": "c757dc29-552d-48b2-9efc-4d53b939a7ef",
"url": "http://lexvo.org/id/iso639-3/fin",
"in_scheme": "http://lexvo.org/id/",
"pref_label": {
"en": "Finnish",
"fi": "suomi",
"sv": "finska"
}
}
],
"metadata_owner": {
"id": "0eabdf3f-948e-43bf-84ab-fe7b6163faaf",
"organization": "service_fsd"
},
"other_identifiers": [
{
"notation": "https://doi.org/10.60686/t-fsd3991",
"identifier_type": {
"id": "753e313e-2eb1-4f81-988c-d50e7a7cd7fb",
"url": "http://uri.suomi.fi/codelist/fairdata/identifier_type/code/doi",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/identifier_type",
"pref_label": {
"en": "Digital Object Identifier (DOI)"
}
},
"metax_ids": []
}
],
"persistent_identifier": "urn:nbn:fi:fsd:T-FSD3991",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [
{
"id": "a879a21d-bb73-47d7-a11d-766efe40a58b",
"title": {
"en": "Collection"
},
"description": {
"en": "Contains the date(s) when the data were collected."
},
"spatial": {
"geographic_name": "Finland"
},
"temporal": {
"start_date": "2025-04-02",
"end_date": "2025-04-07"
},
"is_associated_with": [],
"used_entity": [],
"variables": [
{
"id": "220c0901-4414-4574-8489-fc47b1594ccf",
"pref_label": {
"en": "People aged 15-74 residing in mainland Finland",
"fi": "15-74-vuotiaat mannersuomalaiset"
}
}
]
},
{
"id": "b56bd131-9243-438d-869c-4d4f6d97db76",
"title": {
"en": "Production"
},
"description": {
"en": "Date when the data collection were produced (not distributed or archived)"
},
"temporal": {
"start_date": "2025-10-16",
"end_date": "2025-10-16"
},
"is_associated_with": [],
"used_entity": [],
"variables": []
},
{
"id": "ca092db2-fa82-4757-b200-a57c2374c2c5",
"title": {
"en": "Production"
},
"description": {
"en": "Date when the data collection were produced (not distributed or archived)"
},
"temporal": {
"start_date": "2025-10-29",
"end_date": "2025-10-29"
},
"is_associated_with": [],
"used_entity": [],
"variables": []
},
{
"id": "bdd0d880-3282-4264-b8da-178a8f153e31",
"title": {
"en": "Collection"
},
"description": {
"en": "Contains the date(s) when the data were collected."
},
"spatial": {
"geographic_name": "Suomi",
"reference": {
"id": "684b98e8-d5c1-4a59-9247-4793cbbd38e4",
"url": "http://www.yso.fi/onto/yso/p94426",
"in_scheme": "http://www.yso.fi/onto/yso/places",
"pref_label": {
"en": "Finland",
"fi": "Suomi",
"sv": "Finland"
},
"as_wkt": "POINT (27 65)"
}
},
"is_associated_with": [],
"used_entity": [],
"variables": []
}
],
"relation": [],
"remote_resources": [],
"spatial": [
{
"geographic_name": "Finland"
},
{
"geographic_name": "Suomi",
"reference": {
"id": "684b98e8-d5c1-4a59-9247-4793cbbd38e4",
"url": "http://www.yso.fi/onto/yso/p94426",
"in_scheme": "http://www.yso.fi/onto/yso/places",
"pref_label": {
"en": "Finland",
"fi": "Suomi",
"sv": "Finland"
},
"as_wkt": "POINT (27 65)"
}
}
],
"state": "published",
"temporal": [
{
"start_date": "2025-04-02",
"end_date": "2025-04-07"
}
],
"theme": [],
"title": {
"en": "Citizen's Pulse 1/2025",
"fi": "Kansalaispulssi 1/2025"
},
"created": "2025-10-17T01:14:22Z",
"modified": "2025-10-30T01:09:38Z",
"dataset_versions": [
{
"id": "f4d3a8a2-a80b-4519-8786-88d6c024a97c",
"title": {
"en": "Citizen's Pulse 1/2025",
"fi": "Kansalaispulssi 1/2025"
},
"persistent_identifier": "urn:nbn:fi:fsd:T-FSD3991",
"state": "published",
"created": "2025-10-17T01:14:22Z",
"version": 1
}
],
"published_revision": 3,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "69edaf67-56a7-4f9f-b7b6-89301e527a96",
"access_rights": {
"id": "fdda7584-7ab0-422c-b890-13b95aa58f04",
"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": [],
"show_file_metadata": true
},
"actors": [
{
"id": "223eb5b7-f99c-4e66-98bd-62379c98c498",
"roles": [
"creator"
],
"person": {
"id": "a9191077-7377-46ed-b09a-855aede72383",
"name": "Heini Reijonen"
},
"organization": {
"id": "9684eeb1-ffec-46bd-84a0-744a4487c460",
"pref_label": {
"en": "Geological Survey of Finland",
"fi": "Geologian tutkimuskeskus",
"sv": "Geologiska forskningscentralen",
"und": "Geologian tutkimuskeskus"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/5040011",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "d46b66b1-3e78-4922-9771-561fb9215194",
"roles": [
"creator"
],
"person": {
"id": "283cb7c0-c7d1-4cf8-abb0-83c54913c65a",
"name": "Jukka Kuva",
"email": "<hidden>",
"external_identifier": "https://orcid.org/0000-0003-0241-6838"
},
"organization": {
"id": "9684eeb1-ffec-46bd-84a0-744a4487c460",
"pref_label": {
"en": "Geological Survey of Finland",
"fi": "Geologian tutkimuskeskus",
"sv": "Geologiska forskningscentralen",
"und": "Geologian tutkimuskeskus"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/5040011",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "93972382-2876-499a-a88f-a76bf691e977",
"roles": [
"publisher"
],
"person": {
"id": "869c2d2e-e455-4da2-91bf-e66c81b43cf8",
"name": "Jukka Kuva",
"email": "<hidden>"
},
"organization": {
"id": "9684eeb1-ffec-46bd-84a0-744a4487c460",
"pref_label": {
"en": "Geological Survey of Finland",
"fi": "Geologian tutkimuskeskus",
"sv": "Geologiska forskningscentralen",
"und": "Geologian tutkimuskeskus"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/5040011",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-ida",
"description": {
"en": "IBL project description etc.\n\nThis dataset and it's description will update with time. Links to actual long term storage data DOIs will be added below.\n\nPreview of PAS dataset."
},
"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"
}
},
{
"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": "2025-10-29",
"keyword": [
"bentonite",
"tomography"
],
"language": [],
"metadata_owner": {
"id": "550a639d-e87d-4edd-a5f5-3db88e6c36a0",
"organization": "gtk.fi",
"admin_organization": "gtk.fi"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.23729/fd-58e99789-6b24-3ddd-9765-250bd471c058",
"pid_generated_by_fairdata": true,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "IBL bentonites preview"
},
"created": "2025-10-29T15:18:08Z",
"modified": "2025-10-29T15:18:08Z",
"dataset_versions": [
{
"id": "69edaf67-56a7-4f9f-b7b6-89301e527a96",
"title": {
"en": "IBL bentonites preview"
},
"persistent_identifier": "doi:10.23729/fd-58e99789-6b24-3ddd-9765-250bd471c058",
"state": "published",
"created": "2025-10-29T15:18:08Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "225711f7-6c2d-441b-ae52-ced26855b692",
"access_rights": {
"id": "65784dcf-b48e-4a9f-8d5e-0115d2ebb9f6",
"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": "7589a42c-3639-41bb-aa48-86e69b97bd51",
"roles": [
"creator"
],
"person": {
"id": "4e684e96-2295-40c9-bb67-955785d58da2",
"name": "Gautier Follain"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "c2f1cad7-4789-4656-bed0-6f2d8c4f6a39",
"roles": [
"creator"
],
"person": {
"id": "af41c283-32f1-4c32-9294-3798d5a4741f",
"name": "Sujan Ghimire",
"external_identifier": "https://orcid.org/0000-0003-3660-4300"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "808627d2-367e-4a4b-9661-dafc7a41d3ab",
"roles": [
"creator"
],
"person": {
"id": "f44e2030-0d50-4f98-ad20-6b3407d54661",
"name": "Joanna Pylvänäinen",
"external_identifier": "https://orcid.org/0000-0002-3540-5150"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "d1cd0ad0-9aef-4fa8-88f8-57700ec689bc",
"roles": [
"creator"
],
"person": {
"id": "488efea0-9d5c-41d3-8c3b-24b08c3610dd",
"name": "Johanna Ivaska"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "5701f0cd-b5ae-498b-bb0b-e8db37c8802d",
"roles": [
"creator"
],
"person": {
"id": "7e9996a0-eb4a-4c01-90a8-f0be16edda52",
"name": "Guillaume Jacquemet",
"external_identifier": "https://orcid.org/0000-0002-9286-920X"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "745c9039-1895-4525-91fd-fc86011a151a",
"roles": [
"publisher"
],
"organization": {
"id": "1573df41-8dc4-4cfa-910b-eb903445a1a9",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "This repository includes a StarDist deep learning model and its training and validation datasets for detecting fluorescently labeled cancer cells perfused over an endothelial cell monolayer. The model was trained on 66 images labeled with CellTrace and demonstrated high accuracy, achieving an average F1 Score of 0.877. The dataset and the trained model can be used for biomedical image analysis, particularly in cancer research.\r\n\r\nSpecifications\r\n\r\n\r\n\r\n\r\n\r\nModel: StarDist for cancer cell detection\r\n\r\n\r\n\r\n\r\nTraining Dataset:\r\n\r\n\r\n\r\n\r\n\r\n\r\nNumber of Images: 66 paired fluorescent microscopy images and label masks\r\n\r\n\r\n\r\n\r\nMicroscope: Nikon Eclipse Ti2-E, 10x objective\r\n\r\n\r\n\r\n\r\nData Type: Fluorescent microscopy images with manually segmented masks\r\n\r\n\r\n\r\n\r\nFile Format: TIFF (.tif)\r\n\r\n\r\n\r\n\r\n\r\n\r\nBrightfield Images: 16-bit\r\n\r\n\r\n\r\n\r\nMasks: 8-bit\r\n\r\n\r\n\r\n\r\n\r\nImage Size: 1024 x 1024 pixels (Pixel size: 1.3205 μm)\r\n\r\n\r\n\r\n\r\n\r\nTraining Parameters:\r\n\r\n\r\n\r\n\r\n\r\n\r\nEpochs: 200\r\n\r\n\r\n\r\n\r\nPatch Size: 1024 x 1024 pixels\r\n\r\n\r\n\r\n\r\nBatch Size: 2\r\n\r\n\r\n\r\n\r\n\r\nPerformance:\r\n\r\n\r\n\r\n\r\n\r\n\r\nAverage F1 Score: 0.877\r\n\r\n\r\n\r\n\r\nAverage IoU: 0.646\r\n\r\n\r\n\r\n\r\n\r\nModel Training: Conducted using ZeroCostDL4Mic (https://github.com/HenriquesLab/ZeroCostDL4Mic/wiki)\r\n\r\n\r\n\r\n\r\n\r\nReference\r\n\r\nFast label-free live imaging reveals key roles of flow dynamics and CD44-HA interaction in cancer cell arrest on endothelial monolayers\r\n\r\n\r\nGautier Follain, Sujan Ghimire, Joanna W. Pylvänäinen, Monika Vaitkevičiūtė, Diana Wurzinger, Camilo Guzmán, James RW Conway, Michal Dibus, Sanna Oikari, Kirsi Rilla, Marko Salmi, Johanna Ivaska, Guillaume Jacquemet\r\n\r\nbioRxiv 2024.09.30.615654; doi: https://doi.org/10.1101/2024.09.30.615654"
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2024-01-26",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.10572309",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "StarDist_Fluorescent_cells"
},
"created": "2025-10-29T07:37:49Z",
"modified": "2025-10-29T07:37:49Z",
"dataset_versions": [
{
"id": "225711f7-6c2d-441b-ae52-ced26855b692",
"title": {
"en": "StarDist_Fluorescent_cells"
},
"persistent_identifier": "doi:10.5281/zenodo.10572309",
"state": "published",
"created": "2025-10-29T07:37:49Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "690f8915-5baf-4896-9600-f2d8a853a5fc",
"access_rights": {
"id": "7bbdc392-c730-4c2a-829b-7029454d3a23",
"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": "46057536-3c69-4f1c-8d59-b0cf3fae9c40",
"roles": [
"creator"
],
"person": {
"id": "d066b85f-ebd8-472a-9a19-a6211ecd1708",
"name": "Gautier Follain"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "388767ab-84c8-420f-9a93-a7996b65a139",
"roles": [
"creator"
],
"person": {
"id": "dce0475e-2965-4cec-8c53-10d0ab8985f7",
"name": "Sujan Ghimire",
"external_identifier": "https://orcid.org/0000-0003-3660-4300"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "919326c3-ad11-46cc-932a-164f5bdc47d3",
"roles": [
"creator"
],
"person": {
"id": "f96b4ca3-84dd-464d-811c-f60cdc23a12b",
"name": "Joanna Pylvänäinen",
"external_identifier": "https://orcid.org/0000-0002-3540-5150"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "f1e4ad33-6a28-4355-9aa8-b2c5db969bfa",
"roles": [
"creator"
],
"person": {
"id": "1a0feac5-f8c0-4bfa-b181-cb289582e4b1",
"name": "Johanna Ivaska"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "d48af35d-fb31-4f4e-ac50-1ce58e25316c",
"roles": [
"creator"
],
"person": {
"id": "65173d53-d0cf-4612-9d3b-d7b6e22dc617",
"name": "Guillaume Jacquemet",
"external_identifier": "https://orcid.org/0000-0002-9286-920X"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "f8d310d9-e094-4e31-8f81-38c3d6645742",
"roles": [
"publisher"
],
"organization": {
"id": "241f107c-c35c-402d-94df-1a885a822e72",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "This repository contains a StarDist deep learning model designed for segmenting tumor cell nuclei from the DAPI channel in fluorescence microscopy images while excluding HUVEC nuclei. The model was trained to accurately detect individual tumor cell nuclei for subsequent measurement of CD44, ICAM1, ICAM2, or Fibronectin intensity around or under the nuclei. The model achieved an Intersection over Union (IoU) score of 0.558 and an F1 Score of 0.793, reflecting its capability to distinguish tumor cell nuclei from HUVEC nuclei.\r\n\r\nSpecifications\r\n\r\n\r\n\r\n\r\n\r\nModel: StarDist for segmenting tumor cell nuclei from the DAPI fluorescence channel\r\n\r\n\r\n\r\n\r\nTraining Dataset:\r\n\r\n\r\n\r\n\r\n\r\n\r\nNumber of Images: 48 paired fluorescence microscopy images and label masks\r\n\r\n\r\n\r\n\r\nMicroscope: Spinning disk confocal microscope (3i CSU-W1) with a 20x objective, NA 0.8\r\n\r\n\r\n\r\n\r\nData Type: Fluorescence microscopy images of the DAPI channel with manually segmented masks\r\n\r\n\r\n\r\n\r\nFile Format: TIFF (.tif)\r\n\r\n\r\n\r\n\r\n\r\n\r\nFluorescence Images: 16-bit\r\n\r\n\r\n\r\n\r\nMasks: 8-bit\r\n\r\n\r\n\r\n\r\n\r\nImage Size: 920 x 920 pixels (Pixel size: 0.6337 x 0.6337 µm²)\r\n\r\n\r\n\r\n\r\n\r\nModel Capabilities:\r\n\r\n\r\n\r\n\r\n\r\n\r\nSegment Tumor Cell Nuclei: Detects individual tumor cell nuclei in the DAPI channel while distinguishing them from HUVEC nuclei\r\n\r\n\r\n\r\n\r\nMeasure Intensity: Enables measurement of CD44, ICAM1, ICAM2, or Fibronectin intensity around or under tumor cell nuclei in respective channels\r\n\r\n\r\n\r\n\r\n\r\nPerformance:\r\n\r\n\r\n\r\n\r\n\r\n\r\nAverage IoU: 0.558\r\n\r\n\r\n\r\n\r\nAverage F1 Score: 0.793\r\n\r\n\r\n\r\n\r\n\r\nModel Training: Conducted using ZeroCostDL4Mic (https://github.com/HenriquesLab/ZeroCostDL4Mic/wiki)\r\n\r\n\r\n\r\n\r\n\r\nReference\r\n\r\nFast label-free live imaging reveals key roles of flow dynamics and CD44-HA interaction in cancer cell arrest on endothelial monolayers\r\n\r\n\r\nGautier Follain, Sujan Ghimire, Joanna W. Pylvänäinen, Monika Vaitkevičiūtė, Diana Wurzinger, Camilo Guzmán, James RW Conway, Michal Dibus, Sanna Oikari, Kirsi Rilla, Marko Salmi, Johanna Ivaska, Guillaume Jacquemet\r\n\r\nbioRxiv 2024.09.30.615654; doi: https://doi.org/10.1101/2024.09.30.615654"
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2024-08-29",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.13443220",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "StarDist_TumorCell_nuclei"
},
"created": "2025-10-29T07:37:45Z",
"modified": "2025-10-29T07:37:45Z",
"dataset_versions": [
{
"id": "690f8915-5baf-4896-9600-f2d8a853a5fc",
"title": {
"en": "StarDist_TumorCell_nuclei"
},
"persistent_identifier": "doi:10.5281/zenodo.13443220",
"state": "published",
"created": "2025-10-29T07:37:45Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "eb01e47a-f04e-4d70-b551-881203adfb69",
"access_rights": {
"id": "9b30459b-b865-44f8-b76f-9f59d767a1bb",
"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": "684ab6f9-52d4-4d7e-a5ee-b5f1c2c011bd",
"roles": [
"creator"
],
"person": {
"id": "b33f528d-a4a6-4c78-bc75-70138d8ec5fa",
"name": "Anton Rauhameri"
},
"organization": {
"id": "6d41e08b-0dde-4471-97d1-3c3ed2431080",
"pref_label": {
"en": "Tampere University",
"fi": "Tampereen Yliopisto",
"sv": "Tampere University"
},
"external_identifier": "https://ror.org/033003e23"
}
},
{
"id": "85b7be9d-5df2-4a90-8ff7-5dfb48810f28",
"roles": [
"creator"
],
"person": {
"id": "20e1bfef-82cb-433a-b603-1f077e44afec",
"name": "Angelo Robiños",
"external_identifier": "https://orcid.org/0009-0003-9200-9909"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "0ce5f7b6-f50a-42bd-8efb-b12f652c7a65",
"roles": [
"creator"
],
"person": {
"id": "324ebdfd-8e0b-4ee8-bdf5-c561fcbd126e",
"name": "Philipp Müller"
},
"organization": {
"id": "6d41e08b-0dde-4471-97d1-3c3ed2431080",
"pref_label": {
"en": "Tampere University",
"fi": "Tampereen Yliopisto",
"sv": "Tampere University"
},
"external_identifier": "https://ror.org/033003e23"
}
},
{
"id": "73b3b654-00db-41ad-8f11-003f0dc833ab",
"roles": [
"creator"
],
"person": {
"id": "9d870bf4-a9f2-4510-b414-1d2931113316",
"name": "Veikko Surakka"
},
"organization": {
"id": "6d41e08b-0dde-4471-97d1-3c3ed2431080",
"pref_label": {
"en": "Tampere University",
"fi": "Tampereen Yliopisto",
"sv": "Tampere University"
},
"external_identifier": "https://ror.org/033003e23"
}
},
{
"id": "aa928f01-771e-481d-a702-c5f7f23b010f",
"roles": [
"creator"
],
"person": {
"id": "f7033082-c440-4551-bfb3-f2c24067880a",
"name": "Antti Vehkaoja"
},
"organization": {
"id": "6d41e08b-0dde-4471-97d1-3c3ed2431080",
"pref_label": {
"en": "Tampere University",
"fi": "Tampereen Yliopisto",
"sv": "Tampere University"
},
"external_identifier": "https://ror.org/033003e23"
}
},
{
"id": "9dd2c9b3-129a-48b2-9685-cfdd4ffb08a8",
"roles": [
"creator"
],
"person": {
"id": "3a85ebed-0b1c-4bf4-9b2a-4e1c7226b6a4",
"name": "Pasi Kallio"
},
"organization": {
"id": "6d41e08b-0dde-4471-97d1-3c3ed2431080",
"pref_label": {
"en": "Tampere University",
"fi": "Tampereen Yliopisto",
"sv": "Tampere University"
},
"external_identifier": "https://ror.org/033003e23"
}
},
{
"id": "a3c0f5c7-113d-4710-ab82-edc660346354",
"roles": [
"publisher"
],
"organization": {
"id": "c51c023c-b075-4c0f-a6f3-9c222c8fef82",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "Differential mobility spectrometry dispersion plots collected for the manuscrit \"Classification of Volatile Organic Compounds by Differential Mobility Spectrometry Based on Continuity of Alpha Curves\". The measurement files are located in the folders that represent certain week and day of measurement. The folders containing measurements are named with the following pattern: [chemical abbreviation]_[dilution rate]. For example \"2PEtOH_1o10k\" means that the folder contains measurement of 2-phenylethanol diluted with propylene glycol in volumetric proportion 1/10 000. Another example is \"nBuOH_1o100\" - n-Butanol diluted with propylene glycol in volumetric proportion 1/100. Please find the abbreviations in the article referred.\r\n\r\nFor the first five weeks only 1/100 dilutions were measured. The last two weeks (weeks 6 and 7) 1/10 000 dilutions were measured. However, Carvone 1/100 was measured again on week 6 due to suspicion of faulty measurements during the previous weeks. The faulty measurements were not confirmed, and thus there 25 more samples of Carvone with dilution rate 1/100."
},
"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": "2024-08-29",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.13373439",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "DMS measurements dataset for manuscript \"Classification of Volatile Organic Compounds by Differential Mobility Spectrometry Based on Continuity of Alpha Curves\""
},
"created": "2025-10-29T07:37:41Z",
"modified": "2025-10-29T07:37:41Z",
"dataset_versions": [
{
"id": "eb01e47a-f04e-4d70-b551-881203adfb69",
"title": {
"en": "DMS measurements dataset for manuscript \"Classification of Volatile Organic Compounds by Differential Mobility Spectrometry Based on Continuity of Alpha Curves\""
},
"persistent_identifier": "doi:10.5281/zenodo.13373439",
"state": "published",
"created": "2025-10-29T07:37:41Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "2d221a75-fe80-485a-9e6b-5c588292241a",
"access_rights": {
"id": "91818d92-bac3-45a4-9d81-2befb46f12a9",
"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": "c206ee44-2886-4748-87f6-8add097da482",
"roles": [
"creator"
],
"person": {
"id": "7577d3a4-9cf4-4096-aa9b-c121fe02577e",
"name": "Luis A. Gallego-Villada",
"external_identifier": "https://orcid.org/0000-0001-6415-3178"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "dc74cc1a-40ea-4478-952f-f79bfdbfbec0",
"roles": [
"creator"
],
"person": {
"id": "21069b7b-a29c-403d-a1cf-04d261c7ce30",
"name": "Jennifer Cueto"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "e91b2d67-15d5-4032-a866-7cbfc7f033e3",
"roles": [
"creator"
],
"person": {
"id": "b13023e5-6088-48c4-a2ea-ffdfbecafbcc",
"name": "María del Mar Alonso-Doncel"
},
"organization": {
"id": "4083af5f-9ff6-4a61-9338-bda3dd34eb65",
"pref_label": {
"en": "IMDEA Energy Institute",
"fi": "IMDEA Energy Institute",
"sv": "IMDEA Energy Institute"
},
"external_identifier": "https://ror.org/002tzev63"
}
},
{
"id": "5202c949-74fd-48f4-a7f1-658157d87c76",
"roles": [
"creator"
],
"person": {
"id": "b95fba32-9ca5-483f-a285-b8d659d5ddc7",
"name": "Päivi Mäki-Arvela"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "6802bd8a-6f47-47ab-94b0-2566e00351e1",
"roles": [
"creator"
],
"person": {
"id": "1bb89c68-d19e-442b-bcc1-fcfd3a7eec1d",
"name": "Edwin A. Alarcón"
},
"organization": {
"id": "3ade9296-5332-49c7-9077-cc3130b85472",
"pref_label": {
"en": "University of Antioquia",
"fi": "University of Antioquia",
"sv": "University of Antioquia"
},
"external_identifier": "https://ror.org/03bp5hc83"
}
},
{
"id": "1194c5ce-96a2-42d1-b94e-9697453a2a51",
"roles": [
"creator"
],
"person": {
"id": "3cdfdb33-ae32-4366-96ba-bb5a5244860a",
"name": "David P. Serrano"
},
"organization": {
"id": "384c47a4-1dd2-4ea5-a5e0-ad6e898d0998",
"pref_label": {
"en": "King Juan Carlos University",
"fi": "King Juan Carlos University",
"sv": "King Juan Carlos University"
},
"external_identifier": "https://ror.org/01v5cv687"
}
},
{
"id": "56684d95-1247-4b80-b509-65c4e497efb4",
"roles": [
"creator"
],
"person": {
"id": "17d4c580-b5ed-451a-b854-d37627e86410",
"name": "Dmitry Yu Murzin",
"external_identifier": "https://orcid.org/0000-0003-0788-2643"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "26904703-3872-49f6-8c0f-4570394919bc",
"roles": [
"publisher"
],
"organization": {
"id": "ed7e90ba-e4d6-4b30-b56b-40b6a9319354",
"pref_label": {
"en": "Rsc",
"fi": "Rsc",
"sv": "Rsc"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "Dendritic ZSM-5 zeolites were investigated in the isomerization of monoterpene epoxides, including limonene-1,2-epoxide (LE), α-pinene epoxide, and β-pinene epoxide, which yields high-value compounds used in fragrances, cosmetics, and pharmaceuticals. The fresh catalysts were thoroughly characterized using XRD, Ar physisorption, pyridine-FTIR, TEM, FTIR/DTBPyr, and 27Al MAS NMR. In comparison with conventional and hierarchical ZSM-5 materials, the dendritic zeolite with a crystallization time of 4 days (d-ZSM-5/4d) was the most active material, with a turnover frequency value of 4.4 min−1 for LE isomerization. Likewise, remarkable yields of dihydrocarvone (DHC, 63%, 70 °C, 2 h), campholenic aldehyde (72.4%, 70 °C, 5 min), and myrtanal (47.7%, 50 °C, 5 min) were obtained with this material that exhibited the largest mesopore/external surface area (360 m2 g−1), showing also the narrowest mesopore size distribution. A direct relationship was observed between the TOF values and the concentration of external Brønsted acid sites, showing the presence of strong steric/diffusional limitations that are greatly overcome with the dendritic zeolites. The lower reactivity of trans-LE compared to cis-LE was attributed to the larger steric hindrance of the oxygen atom. Exploration of the solvent influence revealed that the reaction rate of LE was favored by non-polar solvents, while highly selective DHC formation occurred in the solvents of medium polarity. The d-ZSM-5/4d sample was shown to be robust because catalytic activity could be completely recovered by air calcination.\r\n\r\nAcknowledgements\r\n\r\nLuis A. Gallego-Villada is grateful to Universidad de Antioquia for their support during his research internship through the project 2022-53000 as part of the “Convocatoria Programática 2021–2022: Ingeniería y Tecnología” program, as well as the “Beca Doctoral Universidad de Antioquia” scholarship. D. P. S., M. A.-D., and J. C. are gratefully acknowledged to the European Research Council Horizon 2020 research and innovation program TODENZE project (ERC101021502)."
},
"field_of_science": [
{
"id": "4fca0be9-45d1-4544-9eeb-24dec6bcb0df",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta116",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Chemical sciences",
"fi": "Kemia",
"sv": "Kemi"
}
}
],
"infrastructure": [],
"issued": "2024-10-14",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.13928578",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Dendritic ZSM-5 zeolites as highly active catalysts for the valorization of monoterpene epoxides"
},
"created": "2025-10-29T07:37:37Z",
"modified": "2025-10-29T07:37:37Z",
"dataset_versions": [
{
"id": "2d221a75-fe80-485a-9e6b-5c588292241a",
"title": {
"en": "Dendritic ZSM-5 zeolites as highly active catalysts for the valorization of monoterpene epoxides"
},
"persistent_identifier": "doi:10.5281/zenodo.13928578",
"state": "published",
"created": "2025-10-29T07:37:37Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "1f88fb7b-b8d2-4298-a6ae-6b97247bc384",
"access_rights": {
"id": "39380ec3-7b23-40ac-9f7e-ed48367f548e",
"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": "68ce7d37-6500-446d-9439-f784288523bf",
"roles": [
"creator"
],
"person": {
"id": "539f9882-8136-4a7f-ae65-fce2fb8c965e",
"name": "Nemanja Vucetic"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "a4fac33a-21c0-4c31-b04e-fbc5ea8edb9e",
"roles": [
"creator"
],
"person": {
"id": "56d5dff3-bf14-4d89-a2a4-fc063217ef07",
"name": "Pasi Virtanen",
"external_identifier": "https://orcid.org/0000-0002-4588-6832"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "9a1333d9-a9d5-432c-88e3-19c0a923d50e",
"roles": [
"creator"
],
"person": {
"id": "8625b8a4-cf3e-44d8-b1cd-ae589d7c1481",
"name": "Andrey Shchukarev"
},
"organization": {
"id": "b3eef0e7-1b19-4adf-bb3e-0bf9a707a553",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi University",
"sv": "Åbo Akademi University"
},
"external_identifier": "https://ror.org/029pk6x14"
}
},
{
"id": "636c63fa-85e4-48ec-9761-76dfb247efb9",
"roles": [
"creator"
],
"person": {
"id": "c00423d9-4fc8-466d-8b1e-7c89836eee84",
"name": "Tapio Salmi"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "dbe8bec2-4fb0-4433-a673-b099356ca533",
"roles": [
"creator"
],
"person": {
"id": "e32decd5-1cb0-4535-8017-970bbead42bd",
"name": "Jyri-Pekka Mikkola"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "8944bdb2-37d0-43df-a624-9c5071fe64f4",
"roles": [
"publisher"
],
"organization": {
"id": "328a87ea-df2f-4c80-b70c-6a88c1c744b0",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "This dataset contains the measurement data for figures (graphs) published in journal article:\r\n\r\nCompeting commercial catalysts: Unprecedented catalyst activity and stability of Mizoroki-Heck reaction in a continuous packed bed reactor\r\n\r\nby Nemanja Vucetic, Pasi Virtanen, Andrey Shchukarev, Tapio Salmi and Jyri-Pekka Mikkola\r\n\r\nPublished in: Chemical Engineering Journal, Volume 433, Part 1, 2022, 134432\r\n\r\nhttps://doi.org/10.1016/j.cej.2021.134432"
},
"field_of_science": [
{
"id": "4fca0be9-45d1-4544-9eeb-24dec6bcb0df",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta116",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Chemical sciences",
"fi": "Kemia",
"sv": "Kemi"
}
}
],
"infrastructure": [],
"issued": "2024-08-23",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.13365760",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Competing commercial catalysts: Unprecedented catalyst activity and stability of Mizoroki-Heck reaction in a continuous packed bed reactor"
},
"created": "2025-10-29T07:37:33Z",
"modified": "2025-10-29T07:37:33Z",
"dataset_versions": [
{
"id": "1f88fb7b-b8d2-4298-a6ae-6b97247bc384",
"title": {
"en": "Competing commercial catalysts: Unprecedented catalyst activity and stability of Mizoroki-Heck reaction in a continuous packed bed reactor"
},
"persistent_identifier": "doi:10.5281/zenodo.13365760",
"state": "published",
"created": "2025-10-29T07:37:33Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "afb37ec5-c857-4c64-a8f0-3ab230404437",
"access_rights": {
"id": "e482e6fe-e447-4f16-bd25-3bce2081970c",
"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": "6b4db22f-b2a5-4a03-b1a9-7d03458c6653",
"roles": [
"creator"
],
"person": {
"id": "ada5990b-45af-4bd9-a725-0f60d5e5575d",
"name": "Gautier Follain"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "5e1260dc-3937-47dc-9b30-2eaf589f47ac",
"roles": [
"creator"
],
"person": {
"id": "ddc66b97-ea81-4a69-8531-849208bbfcf6",
"name": "Sujan Ghimire",
"external_identifier": "https://orcid.org/0000-0003-3660-4300"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "46ec5050-05df-45ce-86e5-18b410125c9d",
"roles": [
"creator"
],
"person": {
"id": "31579913-e139-4d76-9352-a615e779c70a",
"name": "Joanna Pylvänäinen",
"external_identifier": "https://orcid.org/0000-0002-3540-5150"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "2299a5c4-6404-4f2b-917c-371777324614",
"roles": [
"creator"
],
"person": {
"id": "56a2856e-3cfb-414d-b7f3-1a3af6ea0eed",
"name": "Johanna Ivaska"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "a4c59398-9c71-40a9-b750-b52fa85fbcc0",
"roles": [
"creator"
],
"person": {
"id": "3f6c3a50-0520-4496-a718-2cfded87cf0a",
"name": "Guillaume Jacquemet",
"external_identifier": "https://orcid.org/0000-0002-9286-920X"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "bc0f92bf-11d1-4649-a36a-5e6564f56a33",
"roles": [
"publisher"
],
"organization": {
"id": "f3d9580c-1e10-41d6-a9f4-afbad562715f",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "This repository includes a StarDist deep learning model and its training and validation datasets for detecting neutrophils perfused over an endothelial cell monolayer. The model was trained on 36 manually annotated images, achieving an average F1 Score of 0.969. The dataset and model are intended for use in biomedical research, particularly for analyzing interactions between neutrophils and endothelial cells.\r\n\r\nSpecifications\r\n\r\n\r\n\r\n\r\n\r\nModel: StarDist for neutrophil detection on endothelial cells\r\n\r\n\r\n\r\n\r\nTraining Dataset:\r\n\r\n\r\n\r\n\r\n\r\n\r\nNumber of Images: 36 paired brightfield microscopy images and label masks\r\n\r\n\r\n\r\n\r\nMicroscope: Nikon Eclipse Ti2-E, 20x objective\r\n\r\n\r\n\r\n\r\nData Type: Brightfield microscopy images with manually segmented masks\r\n\r\n\r\n\r\n\r\nFile Format: TIFF (.tif)\r\n\r\n\r\n\r\n\r\n\r\n\r\nBrightfield Images: 16-bit\r\n\r\n\r\n\r\n\r\nMasks: 8-bit\r\n\r\n\r\n\r\n\r\n\r\nImage Size: 1024 x 1022 pixels (Pixel size: 650 nm)\r\n\r\n\r\n\r\n\r\n\r\nTraining Parameters:\r\n\r\n\r\n\r\n\r\n\r\n\r\nEpochs: 400\r\n\r\n\r\n\r\n\r\nPatch Size: 992 x 992 pixels\r\n\r\n\r\n\r\n\r\nBatch Size: 2\r\n\r\n\r\n\r\n\r\n\r\nPerformance:\r\n\r\n\r\n\r\n\r\n\r\n\r\nAverage F1 Score: 0.969\r\n\r\n\r\n\r\n\r\nAverage IoU: 0.914\r\n\r\n\r\n\r\n\r\n\r\nModel Training: Conducted using ZeroCostDL4Mic (https://github.com/HenriquesLab/ZeroCostDL4Mic/wiki)\r\n\r\n\r\n\r\n\r\n\r\nReference\r\n\r\nFast label-free live imaging reveals key roles of flow dynamics and CD44-HA interaction in cancer cell arrest on endothelial monolayers\r\n\r\n\r\nGautier Follain, Sujan Ghimire, Joanna W. Pylvänäinen, Monika Vaitkevičiūtė, Diana Wurzinger, Camilo Guzmán, James RW Conway, Michal Dibus, Sanna Oikari, Kirsi Rilla, Marko Salmi, Johanna Ivaska, Guillaume Jacquemet\r\n\r\nbioRxiv 2024.09.30.615654; doi: https://doi.org/10.1101/2024.09.30.615654"
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2024-01-26",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.10572230",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "StarDist_BF_Neutrophil_dataset"
},
"created": "2025-10-29T07:37:30Z",
"modified": "2025-10-29T07:37:30Z",
"dataset_versions": [
{
"id": "afb37ec5-c857-4c64-a8f0-3ab230404437",
"title": {
"en": "StarDist_BF_Neutrophil_dataset"
},
"persistent_identifier": "doi:10.5281/zenodo.10572230",
"state": "published",
"created": "2025-10-29T07:37:30Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "ca93e4ba-12f4-4618-bd85-5d7a5472a391",
"access_rights": {
"id": "22f4071c-3f8b-4096-a937-4f2ecbfdee21",
"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": "a3ad698a-d303-4a07-8ed6-a500aab435b5",
"roles": [
"creator"
],
"person": {
"id": "f0b59772-8df2-4f5a-b263-65025f89e2c1",
"name": "Joanna Pylvänäinen",
"external_identifier": "https://orcid.org/0000-0002-3540-5150"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "79cc7e30-5ec6-447e-bc38-f32c94b280c8",
"roles": [
"publisher"
],
"organization": {
"id": "838c8e12-c6e0-447f-a7c5-3647f24169fc",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "Datasets for I2K 2024 - Object Tracking and Track Analysis using TrackMate and CellTracksColab -workshop\r\n\r\nCourse walk through:\r\n\r\nI2K_2024: https://github.com/CellMigrationLab/I2K_2024\r\n\r\nV4SBD_Winter_school_2025: https://github.com/CellMigrationLab/V4SDB_Winter_School_2025"
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2025-01-14",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.13969008",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "I2K 2024 - Object Tracking and Track Analysis using TrackMate and CellTracksColab"
},
"created": "2025-10-29T07:37:26Z",
"modified": "2025-10-29T07:37:26Z",
"dataset_versions": [
{
"id": "ca93e4ba-12f4-4618-bd85-5d7a5472a391",
"title": {
"en": "I2K 2024 - Object Tracking and Track Analysis using TrackMate and CellTracksColab"
},
"persistent_identifier": "doi:10.5281/zenodo.13969008",
"state": "published",
"created": "2025-10-29T07:37:26Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "ed61bde7-b514-442b-a958-3674b216deea",
"access_rights": {
"id": "55e5ab0c-4b1f-4ca9-b130-f25b9fc02836",
"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": "6eacff5e-4bf0-408a-9505-67ecced97ee1",
"roles": [
"creator"
],
"person": {
"id": "e9b4a002-4030-48b1-9988-cab4decfcf8c",
"name": "Gautier Follain"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "1d2f2e13-c896-427d-b853-9dfb020f51ab",
"roles": [
"creator"
],
"person": {
"id": "e82c5efe-e2f1-4c16-965e-096f04c43cfa",
"name": "Sujan Ghimire",
"external_identifier": "https://orcid.org/0000-0003-3660-4300"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "a55d1b0f-bf1e-4068-a508-c49fef76961b",
"roles": [
"creator"
],
"person": {
"id": "895bd659-f53f-4976-afea-dce43a44469b",
"name": "Joanna Pylvänäinen",
"external_identifier": "https://orcid.org/0000-0002-3540-5150"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "49fb634b-0daa-4d83-83dd-41d55bff1b36",
"roles": [
"creator"
],
"person": {
"id": "9ced1ac1-8043-4df2-b2d7-da46b9642bd4",
"name": "Johanna Ivaska"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "fa6fb465-5943-4fbd-a9c7-d7b0b3ae973e",
"roles": [
"creator"
],
"person": {
"id": "801c59ab-1954-4fad-82b4-7718035ff525",
"name": "Guillaume Jacquemet",
"external_identifier": "https://orcid.org/0000-0002-9286-920X"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "b1ee9aa2-d366-4caa-bd1e-f96ba4f37642",
"roles": [
"publisher"
],
"organization": {
"id": "31717bc3-719b-4c11-a2f4-ca4a881cdc1d",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "This repository includes a StarDist deep learning model and its training and validation datasets for detecting mononucleated cells perfused over an endothelial cell monolayer. The model was trained on 27 manually annotated images and achieved an average F1 Score of 0.941. The dataset and model are helpful for biomedical research, especially in studying interactions between mononucleated and endothelial cells.\r\n\r\nSpecifications\r\n\r\n\r\n\r\n\r\n\r\nModel: StarDist for mononucleated cell detection on endothelial cells\r\n\r\n\r\n\r\n\r\nTraining Dataset:\r\n\r\n\r\n\r\n\r\n\r\n\r\nNumber of Images: 27 paired brightfield microscopy images and label masks\r\n\r\n\r\n\r\n\r\nMicroscope: Nikon Eclipse Ti2-E, 20x objective\r\n\r\n\r\n\r\n\r\nData Type: Brightfield microscopy images with manually segmented masks\r\n\r\n\r\n\r\n\r\nFile Format: TIFF (.tif)\r\n\r\n\r\n\r\n\r\n\r\n\r\nBrightfield Images: 16-bit\r\n\r\n\r\n\r\n\r\nMasks: 8-bit\r\n\r\n\r\n\r\n\r\n\r\nImage Size: 1024 x 1022 pixels (Pixel size: 650 nm)\r\n\r\n\r\n\r\n\r\n\r\nTraining Parameters:\r\n\r\n\r\n\r\n\r\n\r\n\r\nEpochs: 400\r\n\r\n\r\n\r\n\r\nPatch Size: 992 x 992 pixels\r\n\r\n\r\n\r\n\r\nBatch Size: 2\r\n\r\n\r\n\r\n\r\n\r\nPerformance:\r\n\r\n\r\n\r\n\r\n\r\n\r\nAverage F1 Score: 0.941\r\n\r\n\r\n\r\n\r\nAverage IoU: 0.831\r\n\r\n\r\n\r\n\r\n\r\nModel Training: Conducted using ZeroCostDL4Mic (https://github.com/HenriquesLab/ZeroCostDL4Mic/wiki)\r\n\r\n\r\n\r\nReference\r\n\r\nFast label-free live imaging reveals key roles of flow dynamics and CD44-HA interaction in cancer cell arrest on endothelial monolayers\r\n\r\nGautier Follain, Sujan Ghimire, Joanna W. Pylvänäinen, Monika Vaitkevičiūtė, Diana Wurzinger, Camilo Guzmán, James RW Conway, Michal Dibus, Sanna Oikari, Kirsi Rilla, Marko Salmi, Johanna Ivaska, Guillaume Jacquemet\r\n\r\nbioRxiv 2024.09.30.615654; doi: https://doi.org/10.1101/2024.09.30.615654"
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2024-01-26",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.10572199",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "StarDist_BF_Monocytes_dataset"
},
"created": "2025-10-29T07:37:24Z",
"modified": "2025-10-29T07:37:24Z",
"dataset_versions": [
{
"id": "ed61bde7-b514-442b-a958-3674b216deea",
"title": {
"en": "StarDist_BF_Monocytes_dataset"
},
"persistent_identifier": "doi:10.5281/zenodo.10572199",
"state": "published",
"created": "2025-10-29T07:37:24Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "cfb06712-f6bd-437c-bae9-da1d8c992557",
"access_rights": {
"id": "6f3962cc-8455-4470-8878-3d21a035fb7f",
"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": "1dcde1ad-d9f2-46b2-b5f2-ff92f9ffe6b5",
"roles": [
"creator"
],
"person": {
"id": "672906f5-56ee-4229-8000-e6802c8b9f6b",
"name": "Gautier Follain"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "b087769f-1835-4fd3-a4aa-d2866dde786e",
"roles": [
"creator"
],
"person": {
"id": "923c3129-6f7c-4d7a-9dad-6f27d4f65b95",
"name": "Sujan Ghimire",
"external_identifier": "https://orcid.org/0000-0003-3660-4300"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "b7c91734-8c6c-40e8-81be-db3404903613",
"roles": [
"creator"
],
"person": {
"id": "40b0a93e-de69-41ed-95a7-5ed67b8cc915",
"name": "Joanna Pylvänäinen",
"external_identifier": "https://orcid.org/0000-0002-3540-5150"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "f8e4d64c-abe2-4a33-bfba-d7d25e432bbe",
"roles": [
"creator"
],
"person": {
"id": "0fa94b82-3af6-4caf-81cc-7c78c7bedaae",
"name": "Guillaume Jacquemet",
"external_identifier": "https://orcid.org/0000-0002-9286-920X"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "00ba7b14-19bb-4510-9a7d-1fdb995bb59c",
"roles": [
"creator"
],
"person": {
"id": "e63fc899-a2b0-41ef-878e-09fd2c054d86",
"name": "Johanna Ivaska"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "4c2e4e96-2f7b-4d73-8bbd-aae019a3163d",
"roles": [
"publisher"
],
"organization": {
"id": "9d0b305b-509d-44d5-af14-dddc901ecc41",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "This dataset contains tracking results of different combinations of CD44 antibody-blocked AsPC1 and MiaPaca cells perfused on CD44 antibody-blocked endothelial monolayers under physiological flow speeds.\r\n\r\nVideos were recorded using a Nikon Eclipse Ti2-E microscope and 20x objective.\r\n\r\nPerfused cells from the generated videos were segmented using custom-trained Stardist models. Tracking was performed using TrackMate, and tracking results were analyzed using a custom CellTracksColab notebook. \r\n\r\nThe dataset here contains the CSV files generated by TrackMate (Track and Spots information), the tracking data stored in the CellTracksColab format (Analysis.zip), and the analysis output used in the paper (Analysis.zip). \r\n\r\n Specifications\r\n\r\n\r\n\r\n\r\n\r\nSample information\r\n\r\n\r\n\r\n\r\n\r\n\r\nAsPC1 and MiaPaca cells perfused on HUVEC cells under physiological flow speeds: 400 µm/s (p1), 200 µm/s (p2), 100 µm/s (p3) and 400 µm/s (p4). \r\n\r\n\r\n\r\n\r\nCD44 antibody blocking of PDACs, HUVECs, or both prior to perfusion\r\n\r\n\r\n\r\n\r\n\r\nImaging specs\r\n\r\n\r\n\r\n\r\n\r\n\r\nMicroscope: Nikon Eclipse Ti2-E, 20x objective\r\n\r\n\r\n\r\n\r\nData Type: Brightfield microscopy images (16-bit)\r\n\r\n\r\n\r\n\r\nImage Size: 1024 x 1022 pixels (Pixel size: 650 nm)\r\n\r\n\r\n\r\n\r\nRecording speed 25 frames/s\r\n\r\n\r\n\r\n\r\n\r\nDL models:\r\n\r\n\r\n\r\n\r\n\r\n\r\nCancer cells: https://doi.org/10.5281/zenodo.10572122 \r\n\r\n\r\n\r\n\r\nNeutrophils: https://doi.org/10.5281/zenodo.10572231\r\n\r\n\r\n\r\n\r\nMononucleated cells: https://doi.org/10.5281/zenodo.10572200\r\n\r\n\r\n\r\n\r\nModel Training and predictions: Conducted using ZeroCostDL4Mic (https://github.com/HenriquesLab/ZeroCostDL4Mic/wiki)\r\n\r\n\r\n\r\n\r\n\r\nTracking parameters (TrackMate):\r\n\r\n\r\n\r\n\r\n\r\n\r\nDetection: label detector\r\n\r\n\r\n\r\n\r\nTracking: Simple LAP detector: Linking max distance: 20 px; Gap-closing max distance: 20 px; Gap-closing max frame gap: 4. \r\n\r\n\r\n\r\n\r\nTrack filtering: min number of spots in the tracks 11.79 \r\n\r\n\r\n\r\n\r\n\r\nTracking analysis\r\n\r\n\r\n\r\n\r\n\r\n\r\nTracks were analyzed using a customized CellTracksColab notebook (https://github.com/CellMigrationLab/PDAC_DL/tree/main/CellTracksColab)\r\n\r\n\r\n\r\n\r\nContents of the repository\r\n\r\n\r\n\r\n\r\n\r\nAnalysis_AsPC1.zip dataset\r\n\r\n\r\n\r\n\r\nAnalysis_Miapaca.zip dataset\r\n\r\n\r\n\r\n\r\nAs_blockboth.zip dataset\r\n\r\n\r\n\r\n\r\nAs_ctrlblock.zip dataset\r\n\r\n\r\n\r\n\r\nAs_HUblock.zip dataset\r\n\r\n\r\n\r\n\r\nAs_TCblock.zip dataset\r\n\r\n\r\n\r\n\r\nMia_blockboth.zip\r\n\r\n\r\n\r\n\r\nMia_ctrlblock.zip\r\n\r\n\r\n\r\n\r\nMia_HUblock.zip\r\n\r\n\r\n\r\n\r\nMia_TCblock.zip\r\n\r\n\r\n\r\n \r\n\r\n\r\n\r\nReference\r\n\r\nFast label-free live imaging reveals key roles of flow dynamics and CD44-HA interaction in cancer cell arrest on endothelial monolayers\r\n\r\n\r\nGautier Follain, Sujan Ghimire, Joanna W. Pylvänäinen, Monika Vaitkevičiūtė, Diana Wurzinger, Camilo Guzmán, James RW Conway, Michal Dibus, Sanna Oikari, Kirsi Rilla, Marko Salmi, Johanna Ivaska, Guillaume Jacquemet\r\n\r\nbioRxiv 2024.09.30.615654; doi: https://doi.org/10.1101/2024.09.30.615654"
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2024-08-30",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.13584214",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "CD44 Blocking Antibody perfusion tracking dataset"
},
"created": "2025-10-29T07:37:19Z",
"modified": "2025-10-29T07:37:19Z",
"dataset_versions": [
{
"id": "cfb06712-f6bd-437c-bae9-da1d8c992557",
"title": {
"en": "CD44 Blocking Antibody perfusion tracking dataset"
},
"persistent_identifier": "doi:10.5281/zenodo.13584214",
"state": "published",
"created": "2025-10-29T07:37:19Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "19b529d1-1a17-4b34-b9ed-1aaf5a975f96",
"access_rights": {
"id": "9567da85-bfb4-4071-96ed-91c3e7749c57",
"license": [
{
"id": "9f8e151c-af07-44f6-8104-a30b68fc2b3c",
"url": "http://uri.suomi.fi/codelist/fairdata/license/code/CC0-1.0",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/license",
"pref_label": {
"en": "Creative Commons CC0 1.0 Universal (CC0 1.0) Public Domain Dedication",
"fi": "Creative Commons Yleismaailmallinen (CC0 1.0) Public Domain -lausuma"
}
}
],
"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": "4f7ea1ef-16be-4dd8-93c2-b1c9bc7325f9",
"roles": [
"creator"
],
"person": {
"id": "d1e88d16-8892-4a1b-8f53-ce500da82c26",
"name": "Inga Saikkonen"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "e27f77df-96b9-4bdc-8b40-22b1080a3872",
"roles": [
"creator"
],
"person": {
"id": "fadb7418-1d53-423f-8afb-1c490b29e8fc",
"name": "Sergiu Gherghina"
},
"organization": {
"id": "95b61fd2-f92a-4a26-879b-5f00532bda8c",
"pref_label": {
"en": "University of Glasgow",
"fi": "University of Glasgow",
"sv": "University of Glasgow"
},
"external_identifier": "https://ror.org/00vtgdb53"
}
},
{
"id": "1d2ded6e-4a09-43d1-ae4e-0fd2c85501d9",
"roles": [
"publisher"
],
"organization": {
"id": "8613e836-2566-4f6d-a353-fcaada1f00a4",
"pref_label": {
"en": "Harvard Dataverse",
"fi": "Harvard Dataverse",
"sv": "Harvard Dataverse"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "Replication data for \"Dissatisfied, uninformed or both? Democratic satisfaction, political knowledge and the acceptance of clientelism in a new democracy\""
},
"field_of_science": [
{
"id": "df60b812-8951-4f38-944d-a1eff560ad85",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta517",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Political science",
"fi": "Valtio-oppi, hallintotiede",
"sv": "Statsvetenskap"
}
}
],
"infrastructure": [],
"issued": "2025-05-13",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.7910/dvn/skabcr",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Replication data for Dissatisfied, uninformed or both? Democratic satisfaction, political knowledge and the acceptance of clientelism in a new democracy"
},
"created": "2025-10-29T07:37:15Z",
"modified": "2025-10-29T07:37:15Z",
"dataset_versions": [
{
"id": "19b529d1-1a17-4b34-b9ed-1aaf5a975f96",
"title": {
"en": "Replication data for Dissatisfied, uninformed or both? Democratic satisfaction, political knowledge and the acceptance of clientelism in a new democracy"
},
"persistent_identifier": "doi:10.7910/dvn/skabcr",
"state": "published",
"created": "2025-10-29T07:37:15Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "fb551c6e-63f0-481c-b841-679f04e92546",
"access_rights": {
"id": "f8284e89-8a9c-44b4-808e-4807a3923310",
"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": "6201296c-ae10-4831-b4d7-a6679de8a8ef",
"roles": [
"creator"
],
"person": {
"id": "9262bf7f-02d8-446b-82aa-d7f625984c9d",
"name": "Irma Puttonen",
"external_identifier": "https://orcid.org/0000-0002-2109-6895"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "e0b90379-b11e-4ba9-871a-262c97b71a7b",
"roles": [
"creator"
],
"person": {
"id": "92ac7c27-a6e7-4112-9b49-83dd8cd2ca71",
"name": "Henna Raitanen"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "72eaf45d-41a2-44f8-9024-6fe37a055596",
"roles": [
"creator"
],
"person": {
"id": "9bb7a5de-1dfb-4077-9a13-b780695f4074",
"name": "Miriam Nystrand"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "d5c094da-d31e-41d8-b821-006e5cadcf26",
"roles": [
"creator"
],
"person": {
"id": "440e0cfd-5aca-4ad3-a627-07e80b5181d8",
"name": "Sonja Salovius-Lauren",
"external_identifier": "https://orcid.org/0000-0002-8686-4592"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "3c176aa2-d1a2-4f36-a605-a9c3e67707db",
"roles": [
"publisher"
],
"organization": {
"id": "a6a9e0d5-3cdd-4220-9cd1-a3ae3f5f02e7",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "The data were used to investigate the differences in sediment and porewater physical and chemical characteristics in seafloor areas occupied by the stonewort species Chara tomentosa in comparison with those where no charophytes were found. The aim was to study the environmental requirements of C. tomentosa in the light of restoration of charophyte habitats."
},
"field_of_science": [
{
"id": "ea57f07d-16d8-4c7a-8a52-39ef1112278a",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1181",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Ecology, evolutionary biology",
"fi": "Ekologia, evoluutiobiologia",
"sv": "Ekologi, evolutionsbiologi"
}
}
],
"infrastructure": [],
"issued": "2025-08-25",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.16939315",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Sediment Characteristics in Stonewort Chara tomentosa assemblages"
},
"created": "2025-10-29T07:37:10Z",
"modified": "2025-10-29T07:37:10Z",
"dataset_versions": [
{
"id": "fb551c6e-63f0-481c-b841-679f04e92546",
"title": {
"en": "Sediment Characteristics in Stonewort Chara tomentosa assemblages"
},
"persistent_identifier": "doi:10.5281/zenodo.16939315",
"state": "published",
"created": "2025-10-29T07:37:10Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "f1845a83-c236-4ea7-a6e8-5b20c8ed117a",
"access_rights": {
"id": "f29d48d1-77ec-4cc8-bbcc-2cb5425d1fb8",
"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": "678a8d38-2c9e-4f25-8a81-415bbe4163c4",
"roles": [
"creator"
],
"person": {
"id": "e9792801-efa3-4a7b-90f2-3c765125ca79",
"name": "Janine Grolleman"
},
"organization": {
"id": "63dd0190-8a95-4fc0-9ecb-b52700ecc456",
"pref_label": {
"en": "Eindhoven University of Technology",
"fi": "Eindhoven University of Technology",
"sv": "Eindhoven University of Technology"
},
"external_identifier": "https://ror.org/02c2kyt77"
}
},
{
"id": "5ad3b4d5-c09e-4293-a772-e07d958d8cb2",
"roles": [
"creator"
],
"person": {
"id": "214a5ba5-f431-414c-8895-4416224e037d",
"name": "Carlijn V. C. Bouten"
},
"organization": {
"id": "63dd0190-8a95-4fc0-9ecb-b52700ecc456",
"pref_label": {
"en": "Eindhoven University of Technology",
"fi": "Eindhoven University of Technology",
"sv": "Eindhoven University of Technology"
},
"external_identifier": "https://ror.org/02c2kyt77"
}
},
{
"id": "48f37f2c-2956-4567-bcdb-857fdc0ae6b8",
"roles": [
"creator"
],
"person": {
"id": "0394f09a-c2b4-4401-abc1-041073db12d3",
"name": "Vito Conte"
},
"organization": {
"id": "63dd0190-8a95-4fc0-9ecb-b52700ecc456",
"pref_label": {
"en": "Eindhoven University of Technology",
"fi": "Eindhoven University of Technology",
"sv": "Eindhoven University of Technology"
},
"external_identifier": "https://ror.org/02c2kyt77"
}
},
{
"id": "dfa18a22-cf25-447c-b5fe-168b87e78a17",
"roles": [
"creator"
],
"person": {
"id": "3df5dd80-87d8-4131-b9ea-6337e99c1397",
"name": "Cecilia M. Sahlgren",
"external_identifier": "https://orcid.org/0000-0003-3350-4937"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "8bcd6612-8f54-4ae6-ad7d-5bac1f85a57f",
"roles": [
"publisher"
],
"organization": {
"id": "cd363192-69a5-41c3-a8b4-4cc4ece62fbe",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "Additional file 5: Video S7. Free single endothelial cell using the unconfined technique. Juxtacrine Notch signalling is active. Timestamp and scalebar are displayed. Video S8. Free single endothelial cell using the unconfined technique. Juxtacrine Notch signalling is inhibited. Timestamp and scalebar are displayed."
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2025-10-02",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.6084/m9.figshare.30261948",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Additional file 5 of An integrated 2D framework for quantifying cellular mechanics reveals the impact of juxtacrine Notch signalling on directed collective migration of endothelial cells"
},
"created": "2025-10-29T07:37:06Z",
"modified": "2025-10-29T07:37:06Z",
"dataset_versions": [
{
"id": "f1845a83-c236-4ea7-a6e8-5b20c8ed117a",
"title": {
"en": "Additional file 5 of An integrated 2D framework for quantifying cellular mechanics reveals the impact of juxtacrine Notch signalling on directed collective migration of endothelial cells"
},
"persistent_identifier": "doi:10.6084/m9.figshare.30261948",
"state": "published",
"created": "2025-10-29T07:37:06Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "5ec9997f-3934-4959-b118-e51d6eda1c28",
"access_rights": {
"id": "fda73359-9162-4440-bf0f-c873c9129f22",
"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": "fbee6134-9c5c-40ac-a52b-540ba928df9e",
"roles": [
"creator"
],
"person": {
"id": "4f996515-926e-4001-a029-0d8629ab494e",
"name": "Gautier Follain"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "74e2669f-2cf6-4394-81b6-6bdee711cff5",
"roles": [
"creator"
],
"person": {
"id": "f1f76e1b-4ded-4fe5-95e6-34af980ae9f2",
"name": "Joanna Pylvänäinen",
"external_identifier": "https://orcid.org/0000-0002-3540-5150"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "38f86366-c142-4dd9-a177-73d28e127aa9",
"roles": [
"creator"
],
"person": {
"id": "d0d2c8eb-b8b4-4ee4-8625-f77fed97fd0f",
"name": "Johanna Ivaska"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "49213594-bd25-4cc7-af5c-69d3c3e064e6",
"roles": [
"creator"
],
"person": {
"id": "c793664e-31cf-43c7-b66f-5b24bf08c2b6",
"name": "Guillaume Jacquemet",
"external_identifier": "https://orcid.org/0000-0002-9286-920X"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "a7371ffe-5742-4962-bff1-c3ac36cb0926",
"roles": [
"publisher"
],
"organization": {
"id": "ba4015e3-35af-49a9-ad61-fad0be32b820",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "This dataset contains tracking results of and immune cells (Mononucleated cells and neutrophils) perfused on endothelial monolayer under physiological flow speeds and with or without IL-1β treatment. Imaged using brightfield microscopy using a Nikon Eclipse Ti2-E microscope and 20x objective.\r\n\r\nPerfused cells from the generated videos were segmented using custom Stardist models. Tracking was performed using TrackMate, and tracking results were analyzed using a custom CellTracksColab notebook. \r\n\r\nThe dataset here contains the CSV files generated by TrackMate (Track and Spots information), the tracking data stored in the CellTracksColab format (Analysis.zip), and the analysis output used in the paper (Analysis.zip). \r\n\r\nSpecifications\r\n\r\n\r\n\r\n\r\n\r\nSample information\r\n\r\n\r\n\r\n\r\n\r\nImmune cells (Mononucleated cells and neutrophils) perfused on HUVEC cells under physiological flow speeds: 400 µm/s (p1), 200 µm/s (p2), 100 µm/s (p3) and 400 µm/s (p4). \r\n\r\n\r\n\r\n\r\nControl and IL-1β treated (10 ng/ml for 2 hours and 5 ng/ml for 16 hours) HUVEC monolayer\r\n\r\n\r\n\r\nControl --> ctrl\r\n\r\nIL-1β treated (10 ng/ml for 2 hours) --> il2\r\n\r\nIL-1β treated (5 ng/ml for 16 hours) --> il16\r\n\r\n \r\n\r\n\r\n\r\nCD44 antibody blocking of Immune cells \r\n\r\n\r\n\r\ncd44\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\nImaging specs\r\n\r\n\r\n\r\n\r\n\r\nMicroscope: Nikon Eclipse Ti2-E, 20x objective\r\n\r\n\r\n\r\n\r\nData Type: Brightfield microscopy images (16-bit)\r\n\r\n\r\n\r\n\r\nImage Size: 1024 x 1022 pixels (Pixel size: 650 nm)\r\n\r\n\r\n\r\n\r\nRecording speed 25 frames/s\r\n\r\n\r\n\r\n\r\n\r\n\r\nDL models:\r\n\r\n\r\n\r\n\r\n\r\nNeutrophils: https://doi.org/10.5281/zenodo.10572231\r\n\r\n\r\n\r\n\r\nMononucleated cells: https://doi.org/10.5281/zenodo.10572200\r\n\r\n\r\n\r\n\r\nModel Training and predictions: Conducted using ZeroCostDL4Mic (https://github.com/HenriquesLab/ZeroCostDL4Mic/wiki)\r\n\r\n\r\n\r\n \r\n\r\n\r\n\r\n\r\nTracking parameters (TrackMate):\r\n\r\n\r\n\r\n\r\n\r\nImmune cells: Linking max distance: 15 px; Gap-closing max distance: 15 px; Gap-closing max frame gap: 4. Track filtering: min number of spots in the tracks 11.79 \r\n\r\n\r\n\r\n\r\nDetection: label detector\r\n\r\n\r\n\r\n\r\nTracking: Simple LAP detector \r\n\r\n\r\n\r\n \r\n\r\n\r\n\r\n\r\nTracking analysis\r\n\r\n\r\n\r\n\r\n\r\nTracks were analyzed using a customized CellTracksColab notebook (https://github.com/CellMigrationLab/PDAC_DL/tree/main/CellTracksColab)"
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2025-09-19",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.17159633",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Immune cells perfusion CD44 Blocking Antibody and Il1b 2h and 16h tracking dataset"
},
"created": "2025-10-29T07:37:03Z",
"modified": "2025-10-29T07:37:03Z",
"dataset_versions": [
{
"id": "5ec9997f-3934-4959-b118-e51d6eda1c28",
"title": {
"en": "Immune cells perfusion CD44 Blocking Antibody and Il1b 2h and 16h tracking dataset"
},
"persistent_identifier": "doi:10.5281/zenodo.17159633",
"state": "published",
"created": "2025-10-29T07:37:03Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "abf5dd70-b650-460d-8cea-ccdb2bcc6842",
"access_rights": {
"id": "6d28ec7a-b5f0-40df-9586-ba3114a5e798",
"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": "d57a5365-3a84-47e1-bea0-86ad87794f1a",
"roles": [
"creator"
],
"person": {
"id": "5154acd1-969d-40f7-8f68-be847bb2a441",
"name": "Gautier Follain"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "6c82827f-15c4-476d-b555-f949ac2cecc9",
"roles": [
"creator"
],
"person": {
"id": "1b682a7a-31c0-4283-bd22-40006ee21631",
"name": "Sujan Ghimire",
"external_identifier": "https://orcid.org/0000-0003-3660-4300"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "48de7812-293b-41da-a993-57d3036da188",
"roles": [
"creator"
],
"person": {
"id": "dc5c0533-ec40-4000-9b76-97460aa1f063",
"name": "Joanna Pylvänäinen",
"external_identifier": "https://orcid.org/0000-0002-3540-5150"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "c2308109-9c63-49cb-bab9-56f64e3be74c",
"roles": [
"creator"
],
"person": {
"id": "adc90799-ad65-4158-8c6b-fbd4669adcc5",
"name": "Johanna Ivaska"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "7b97cae0-2f41-48e3-81c9-73650164cafe",
"roles": [
"creator"
],
"person": {
"id": "7ff8b8f3-6d3e-4746-b8d2-1a355fe78fce",
"name": "Guillaume Jacquemet",
"external_identifier": "https://orcid.org/0000-0002-9286-920X"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "ef360f3a-f02e-4ab8-9215-4621a77d95c9",
"roles": [
"publisher"
],
"organization": {
"id": "c9cfb022-ae33-4cf0-a081-41805e7108f9",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "This dataset contains tracking results of different combinations of Hyaluronidase-treated AsPC1 and MiaPaca cells perfused on Hyaluronidase-treated endothelial monolayer under physiological flow speeds.\r\n\r\nVideos were recorded using a Nikon Eclipse Ti2-E microscope and 20x objective.\r\n\r\nPerfused cells from the generated videos were segmented using custom-trained Stardist models. Tracking was performed using TrackMate, and tracking results were analyzed using a custom CellTracksColab notebook. \r\n\r\nThe dataset here contains the CSV files generated by TrackMate (Track and Spots information), the tracking data stored in the CellTracksColab format (Analysis.zip), and the analysis output used in the paper (Analysis.zip). \r\n\r\n Spesifications\r\n\r\n\r\n\r\n\r\n\r\nSample information\r\n\r\n\r\n\r\n\r\n\r\n\r\nAsPC1 and MiaPaca cells perfused on HUVEC cells under physiological flow speeds: 400 µm/s (p1), 200 µm/s (p2), 100 µm/s (p3) and 400 µm/s (p4). \r\n\r\n\r\n\r\n\r\nHyaluronidase treatment PDACs or HUVECs prior to perfusion\r\n\r\n\r\n\r\n\r\n\r\nImaging specs\r\n\r\n\r\n\r\n\r\n\r\n\r\nMicroscope: Nikon Eclipse Ti2-E, 20x objective\r\n\r\n\r\n\r\n\r\nData Type: Brightfield microscopy images (16-bit)\r\n\r\n\r\n\r\n\r\nImage Size: 1024 x 1022 pixels (Pixel size: 650 nm)\r\n\r\n\r\n\r\n\r\nRecording speed 25 frames/s\r\n\r\n\r\n\r\n\r\n\r\nDL models:\r\n\r\n\r\n\r\n\r\n\r\n\r\nCancer cells: https://doi.org/10.5281/zenodo.10572122 \r\n\r\n\r\n\r\n\r\nNeutrophils: https://doi.org/10.5281/zenodo.10572231\r\n\r\n\r\n\r\n\r\nMononucleated cells: https://doi.org/10.5281/zenodo.10572200\r\n\r\n\r\n\r\n\r\nModel Training and predictions: Conducted using ZeroCostDL4Mic (https://github.com/HenriquesLab/ZeroCostDL4Mic/wiki)\r\n\r\n\r\n\r\n\r\n\r\nTracking parameters (TrackMate):\r\n\r\n\r\n\r\n\r\n\r\n\r\nDetection: label detector\r\n\r\n\r\n\r\n\r\nTracking: Simple LAP detector: Linking max distance: 20 px; Gap-closing max distance: 20 px; Gap-closing max frame gap: 4. \r\n\r\n\r\n\r\n\r\nTrack filtering: min number of spots in the tracks 11.79 \r\n\r\n\r\n\r\n\r\n\r\nTracking analysis\r\n\r\n\r\n\r\n\r\n\r\n\r\nTracks were analyzed using a customized CellTracksColab notebook (https://github.com/CellMigrationLab/PDAC_DL/tree/main/CellTracksColab)\r\n\r\n\r\n\r\n\r\nContents of the repository\r\n\r\n\r\n\r\n\r\n\r\nAnalysis.zip dataset\r\n\r\n\r\n\r\n\r\nAs_ctrl.zip\r\n\r\n\r\n\r\n\r\nAs_HUdigestion.zip\r\n\r\n\r\n\r\n\r\nAs_TCdigestion.zip\r\n\r\n\r\n\r\n\r\nMia_ctrl.zip\r\n\r\n\r\n\r\n\r\nMia_HUdig.zip\r\n\r\n\r\n\r\n\r\nMia_TCdig.zip\r\n\r\n\r\n\r\n \r\n\r\n\r\n\r\nReference\r\n\r\nFast label-free live imaging reveals key roles of flow dynamics and CD44-HA interaction in cancer cell arrest on endothelial monolayers\r\n\r\n\r\nGautier Follain, Sujan Ghimire, Joanna W. Pylvänäinen, Monika Vaitkevičiūtė, Diana Wurzinger, Camilo Guzmán, James RW Conway, Michal Dibus, Sanna Oikari, Kirsi Rilla, Marko Salmi, Johanna Ivaska, Guillaume Jacquemet\r\n\r\nbioRxiv 2024.09.30.615654; doi: https://doi.org/10.1101/2024.09.30.615654"
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2024-09-02",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.13627036",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Hyaluronidase treatment perfusion tracking dataset"
},
"created": "2025-10-29T07:36:58Z",
"modified": "2025-10-29T07:36:58Z",
"dataset_versions": [
{
"id": "abf5dd70-b650-460d-8cea-ccdb2bcc6842",
"title": {
"en": "Hyaluronidase treatment perfusion tracking dataset"
},
"persistent_identifier": "doi:10.5281/zenodo.13627036",
"state": "published",
"created": "2025-10-29T07:36:58Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "2919db2b-7901-4048-b115-7fdad0c02fdf",
"access_rights": {
"id": "35036cdb-fb44-46da-97b3-23b5453efb14",
"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": "729ffd9f-6d7a-40e9-aa97-a363a16fd113",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/restricted",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Restricted use",
"fi": "Saatavuutta rajoitettu"
}
},
"restriction_grounds": [
{
"id": "0ed3a2e1-6c11-4278-af67-c6713f838ecd",
"url": "http://uri.suomi.fi/codelist/fairdata/restriction_grounds/code/other",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/restriction_grounds",
"pref_label": {
"en": "Restricted access due to other reasons",
"fi": "Saatavuutta rajoitettu muulla perusteella",
"sv": "Begränsad åtkomst av övriga skäl"
}
}
]
},
"actors": [
{
"id": "997023a1-e1e7-46aa-8430-e2d170d94db9",
"roles": [
"creator"
],
"person": {
"id": "6cd43609-1a18-481a-bfd5-cc08e867249e",
"name": "Chuqing Jiang"
},
"organization": {
"id": "e52bc712-d20c-4f88-9a9e-6dc993f9b826",
"pref_label": {
"en": "University of Oulu",
"fi": "Oulun yliopisto",
"sv": "University of Oulu"
},
"external_identifier": "https://ror.org/03yj89h83"
}
},
{
"id": "24c21078-54a0-42ac-983e-0417a48118d1",
"roles": [
"contributor"
],
"person": {
"id": "8be05152-032e-488e-acc7-cdc7452cf525",
"name": "Hellen Silva Santos"
},
"organization": {
"id": "e52bc712-d20c-4f88-9a9e-6dc993f9b826",
"pref_label": {
"en": "University of Oulu",
"fi": "Oulun yliopisto",
"sv": "University of Oulu"
},
"external_identifier": "https://ror.org/03yj89h83"
}
},
{
"id": "203be05f-1eee-47b9-8716-35e38f98e733",
"roles": [
"creator"
],
"person": {
"id": "9a86702d-c05f-4acc-ba16-80625c6ddc48",
"name": "Juho Yliniemi"
},
"organization": {
"id": "e52bc712-d20c-4f88-9a9e-6dc993f9b826",
"pref_label": {
"en": "University of Oulu",
"fi": "Oulun yliopisto",
"sv": "University of Oulu"
},
"external_identifier": "https://ror.org/03yj89h83"
}
},
{
"id": "311e220c-c578-4d8b-9a22-1f4bb0844ca5",
"roles": [
"contributor"
],
"person": {
"id": "dd8172a0-98e8-4bf8-b85b-218b06beb843",
"name": "Johan Lindén",
"external_identifier": "https://orcid.org/0000-0002-6155-3026"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "c51f80a0-221d-4100-aa48-52536bfc0d27",
"roles": [
"creator"
],
"person": {
"id": "acb0a941-c020-4e60-9ed2-7b3f755d3f44",
"name": "Durgaprasad Ramteke"
},
"organization": {
"id": "e52bc712-d20c-4f88-9a9e-6dc993f9b826",
"pref_label": {
"en": "University of Oulu",
"fi": "Oulun yliopisto",
"sv": "University of Oulu"
},
"external_identifier": "https://ror.org/03yj89h83"
}
},
{
"id": "e072a2ea-f462-4f29-a097-b5bb1f0be658",
"roles": [
"contributor"
],
"person": {
"id": "240dc48b-0516-4acd-a566-cda9ebcae4bb",
"name": "Mirja Illikainen"
},
"organization": {
"id": "caeca3e4-e86e-481e-b8f3-4df0c6f6a259",
"pref_label": {
"en": "Oulun Yliopisto Teknillinen Tiedekunta"
}
}
},
{
"id": "16e031fc-e6f9-4917-8319-0db71cf32328",
"roles": [
"contributor"
],
"person": {
"id": "e05ea886-013e-40a3-a9c1-11ef147fbc09",
"name": "Christopher Cheeseman"
},
"organization": {
"id": "808aab37-efed-4221-9a52-657259fc7dab",
"pref_label": {
"en": "Imperial College London",
"fi": "Imperial College London",
"sv": "Imperial College London"
},
"external_identifier": "https://ror.org/041kmwe10"
}
},
{
"id": "aa568587-8c48-4021-b5ac-2c134fdf2ae1",
"roles": [
"contributor"
],
"person": {
"id": "04467000-62e3-4f3b-8af9-4733ee9741ee",
"name": "Paivo Kinnunen"
},
"organization": {
"id": "e52bc712-d20c-4f88-9a9e-6dc993f9b826",
"pref_label": {
"en": "University of Oulu",
"fi": "Oulun yliopisto",
"sv": "University of Oulu"
},
"external_identifier": "https://ror.org/03yj89h83"
}
},
{
"id": "64038be2-b64b-4438-944e-fc5453e4b8b9",
"roles": [
"publisher"
],
"organization": {
"id": "e80ebc7b-d945-47b3-98ca-ff4324c21605",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "The enclosed raw data files include various formats from multiple characterization techniques, covering XPS, BET SSA, XRF, SEM-EDS, ICP, FTIR, XRD, PSD, DSC-TG, TEM-EDS, and Mössbauer analyses. The formats and file details are as follows:\r\n\r\n\r\n\r\nXPS: Provided in .VGD format.\r\n\r\nBET SSA: Available in .xls and .xps formats.\r\n\r\nXRF: Data provided in .xlsx format, with filenames containing 'XRF'.\r\n\r\nSEM-EDS: Reports included in .xlsx format.\r\n\r\nICP: Data listed in .pdf format, with filenames including the date and project information.\r\n\r\nFTIR: Raw data included in .dpt files.\r\n\r\nXRD: Data provided in .raw and .xrdml formats.\r\n\r\nPSD: Included in .pdf and .xlsx files, with filenames containing 'PSD'. \r\n\r\nDSC-TG: Data available in .xls files, with filenames indicating 'DSC_TG'.\r\n\r\nTEM-EDS: Elemental maps provided in .jpg and .bmp formats.\r\n\r\nMössbauer: Raw data provided in .plt files.\r\n\r\n\r\nPlease note that the percentages in the sample names do not correspond directly to the final sample codes (e.g., 25% does not equate to the final G25 sample). This discrepancy has been corrected based on the XRF results. For clarity, refer to the file 'Chuqing Jiang Fe-Mg-Si XRF 04-04-2023 - raw data and calculation.xlsx', which includes detailed renaming of the samples."
},
"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": "2024-12-02",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.14246010",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Fe-bearing magnesium silicate glasses for potential supplementary cementitious applications"
},
"created": "2025-10-29T07:36:55Z",
"modified": "2025-10-29T07:36:55Z",
"dataset_versions": [
{
"id": "2919db2b-7901-4048-b115-7fdad0c02fdf",
"title": {
"en": "Fe-bearing magnesium silicate glasses for potential supplementary cementitious applications"
},
"persistent_identifier": "doi:10.5281/zenodo.14246010",
"state": "published",
"created": "2025-10-29T07:36:55Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "2715a991-4b73-4aae-94bd-9b86c714f41d",
"access_rights": {
"id": "57c87e58-309c-42bf-adff-885b579632c0",
"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": "978d287d-9769-466a-8cdc-cd718564360e",
"roles": [
"creator"
],
"person": {
"id": "f41e55d0-ee8c-4924-be97-aef37528fb33",
"name": "Janine Grolleman"
},
"organization": {
"id": "3290e42f-562e-4400-a0fe-38e6435ec473",
"pref_label": {
"en": "Eindhoven University of Technology",
"fi": "Eindhoven University of Technology",
"sv": "Eindhoven University of Technology"
},
"external_identifier": "https://ror.org/02c2kyt77"
}
},
{
"id": "e8f4ae03-3244-4f84-b5bb-4c2176d47433",
"roles": [
"creator"
],
"person": {
"id": "c3e1a24d-dbef-44f5-bb3f-125dfa3cb080",
"name": "Carlijn V. C. Bouten"
},
"organization": {
"id": "3290e42f-562e-4400-a0fe-38e6435ec473",
"pref_label": {
"en": "Eindhoven University of Technology",
"fi": "Eindhoven University of Technology",
"sv": "Eindhoven University of Technology"
},
"external_identifier": "https://ror.org/02c2kyt77"
}
},
{
"id": "0d371683-a8a8-4260-9d74-18d44556a7f8",
"roles": [
"creator"
],
"person": {
"id": "29a5942d-b9d4-49af-ac36-8893f4843694",
"name": "Vito Conte"
},
"organization": {
"id": "3290e42f-562e-4400-a0fe-38e6435ec473",
"pref_label": {
"en": "Eindhoven University of Technology",
"fi": "Eindhoven University of Technology",
"sv": "Eindhoven University of Technology"
},
"external_identifier": "https://ror.org/02c2kyt77"
}
},
{
"id": "0012b7d5-f0b4-45cc-aec3-cf3865cc6ac1",
"roles": [
"creator"
],
"person": {
"id": "cd28f407-56c1-4cdd-9fa9-8384cc3e70f0",
"name": "Cecilia M. Sahlgren",
"external_identifier": "https://orcid.org/0000-0003-3350-4937"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "3e61689c-b259-4b35-acfc-27cd8453ec49",
"roles": [
"publisher"
],
"organization": {
"id": "24e882d6-2ff3-4096-be9f-fbdc05c9668f",
"pref_label": {
"en": "figshare",
"fi": "figshare",
"sv": "figshare"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "Additional file 4: Video S5. Confined single endothelial cell through island ECM patterning. Juxtacrine Notch signalling is active. Timestamp and scalebar are displayed. Video S6. Free single endothelial cell on ECM patterned substrate as technical control of the confinement technique. Juxtacrine Notch signalling is active. Timestamp and scalebar are displayed."
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2025-10-02",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.6084/m9.figshare.30261942",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "Additional file 4 of An integrated 2D framework for quantifying cellular mechanics reveals the impact of juxtacrine Notch signalling on directed collective migration of endothelial cells"
},
"created": "2025-10-29T07:36:51Z",
"modified": "2025-10-29T07:36:51Z",
"dataset_versions": [
{
"id": "2715a991-4b73-4aae-94bd-9b86c714f41d",
"title": {
"en": "Additional file 4 of An integrated 2D framework for quantifying cellular mechanics reveals the impact of juxtacrine Notch signalling on directed collective migration of endothelial cells"
},
"persistent_identifier": "doi:10.6084/m9.figshare.30261942",
"state": "published",
"created": "2025-10-29T07:36:51Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
},
{
"id": "34a94e22-3075-4971-bbca-4581615a6fa8",
"access_rights": {
"id": "8fdab879-fb42-4ec5-b9d6-f5921a8ef469",
"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": "729ffd9f-6d7a-40e9-aa97-a363a16fd113",
"url": "http://uri.suomi.fi/codelist/fairdata/access_type/code/restricted",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/access_type",
"pref_label": {
"en": "Restricted use",
"fi": "Saatavuutta rajoitettu"
}
},
"restriction_grounds": [
{
"id": "0ed3a2e1-6c11-4278-af67-c6713f838ecd",
"url": "http://uri.suomi.fi/codelist/fairdata/restriction_grounds/code/other",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/restriction_grounds",
"pref_label": {
"en": "Restricted access due to other reasons",
"fi": "Saatavuutta rajoitettu muulla perusteella",
"sv": "Begränsad åtkomst av övriga skäl"
}
}
]
},
"actors": [
{
"id": "2e3cee15-8b23-44b8-9ca8-90eceef56e54",
"roles": [
"creator"
],
"person": {
"id": "12c378d7-da7a-4f21-95b5-9e67988f642b",
"name": "Gautier Follain"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "0aed34b9-d8b1-4727-ac14-6bcca11060a6",
"roles": [
"creator"
],
"person": {
"id": "6f19dfbe-9f7a-4ca3-83b0-3d15841a5b51",
"name": "Sujan Ghimire",
"external_identifier": "https://orcid.org/0000-0003-3660-4300"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "bd121a56-b5c1-449a-bac3-03aeb3b41919",
"roles": [
"creator"
],
"person": {
"id": "62579654-eb35-4967-8a81-7c0a6f654673",
"name": "Joanna Pylvänäinen",
"external_identifier": "https://orcid.org/0000-0002-3540-5150"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "f7e6afea-c49f-49a7-b1dc-eba1144314e6",
"roles": [
"creator"
],
"person": {
"id": "5e119524-67dc-4f40-a288-f17e164cff4b",
"name": "Johanna Ivaska"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "b83d8279-1e28-4de8-9e07-63bd6d7a1ff5",
"roles": [
"creator"
],
"person": {
"id": "601a7ad9-7f31-49de-baea-b1cbddc4f93e",
"name": "Guillaume Jacquemet",
"external_identifier": "https://orcid.org/0000-0002-9286-920X"
},
"organization": {
"id": "a4dc30ef-4be2-412a-a399-ebac8a37213e",
"pref_label": {
"en": "Åbo Akademi University",
"fi": "Åbo Akademi",
"sv": "Åbo Akademi",
"und": "Åbo Akademi"
},
"url": "http://uri.suomi.fi/codelist/fairdata/organization/code/01903",
"in_scheme": "http://uri.suomi.fi/codelist/fairdata/organization"
}
},
{
"id": "8a7659e3-49cc-4e8a-84df-4041be7c8a1d",
"roles": [
"publisher"
],
"organization": {
"id": "9c523049-a123-475e-80fe-c89c138c73c3",
"pref_label": {
"en": "Zenodo",
"fi": "Zenodo",
"sv": "Zenodo"
}
}
}
],
"cumulative_state": 0,
"data_catalog": "urn:nbn:fi:att:data-catalog-abo",
"description": {
"en": "This repository contains a Pix2Pix deep learning model to generate synthetic PECAM-1 staining from brightfield images. The model was trained on an initial dataset of 484 paired brightfield and fluorescent microscopy images, which was computationally augmented by a factor of 6 to enhance model performance. The training was conducted over 245 epochs with a patch size of 512x512, a batch size of 1, and a vanilla GAN loss function. The final model was selected based on quality metric scores and visual comparison to ground truth images, achieving an average SSIM score of 0.273 and an LPIPS score of 0.360 on the test dataset.\r\n\r\nSpecifications\r\nModel: Pix2Pix for generating synthetic PECAM staining from brightfield images\r\nTraining Dataset:\r\nOriginal Dataset: 484 paired brightfield and fluorescent microscopy images\r\nAugmented Dataset: Expanded to 2,904 paired images through computational augmentation\r\nMicroscope: Nikon Eclipse Ti2-E, brightfield/fluorescence microscope with a 20x objective\r\nData Type: Brightfield and fluorescent microscopy images\r\nFile Format: TIFF (.tif), 16-bit\r\nImage Size: 1024 x 1022 pixels (Pixel size: 650 nm)\r\nTraining Parameters:\r\nEpochs: 245\r\nPatch Size: 512 x 512 pixels\r\nBatch Size: 1\r\nLoss Function: Vanilla GAN loss function\r\nModel Performance:\r\nSSIM Score: 0.273\r\nLPIPS Score: 0.360\r\nModel Selection: The best model was chosen based on quality metric scores and visual inspection compared to ground truth images.\r\n\r\n\r\n\r\n\r\nModel Training: Conducted using ZeroCostDL4Mic (https://github.com/HenriquesLab/ZeroCostDL4Mic/wiki)\r\nReference\r\nFast label-free live imaging reveals key roles of flow dynamics and CD44-HA interaction in cancer cell arrest on endothelial monolayers\r\n\r\nGautier Follain, Sujan Ghimire, Joanna W. Pylvänäinen, Monika Vaitkevičiūtė, Diana Wurzinger, Camilo Guzmán, James RW Conway, Michal Dibus, Sanna Oikari, Kirsi Rilla, Marko Salmi, Johanna Ivaska, Guillaume Jacquemet\r\n\r\nbioRxiv 2024.09.30.615654; doi: https://doi.org/10.1101/2024.09.30.615654"
},
"field_of_science": [
{
"id": "e9745cdf-d0e1-4797-8fee-3324e5b2bee2",
"url": "http://www.yso.fi/onto/okm-tieteenala/ta1182",
"in_scheme": "http://www.yso.fi/onto/okm-tieteenala/conceptscheme",
"pref_label": {
"en": "Biochemistry, cell and molecular biology",
"fi": "Biokemia, solu- ja molekyylibiologia",
"sv": "Biokemi, cell- och molekylärbiologi"
}
}
],
"infrastructure": [],
"issued": "2024-02-02",
"keyword": [],
"language": [],
"metadata_owner": {
"id": "dde6b62a-99e9-49c2-92bc-4a08ae3d9a09",
"organization": "service_abo"
},
"other_identifiers": [],
"persistent_identifier": "doi:10.5281/zenodo.10611091",
"pid_generated_by_fairdata": false,
"projects": [],
"provenance": [],
"relation": [],
"remote_resources": [],
"spatial": [],
"state": "published",
"temporal": [],
"theme": [],
"title": {
"en": "pix2pix_HUVEC_juctions_dataset"
},
"created": "2025-10-29T07:36:48Z",
"modified": "2025-10-29T07:36:48Z",
"dataset_versions": [
{
"id": "34a94e22-3075-4971-bbca-4581615a6fa8",
"title": {
"en": "pix2pix_HUVEC_juctions_dataset"
},
"persistent_identifier": "doi:10.5281/zenodo.10611091",
"state": "published",
"created": "2025-10-29T07:36:48Z",
"version": 1
}
],
"published_revision": 1,
"version": 1,
"api_version": 3,
"metadata_repository": "Fairdata"
}
]
}