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                "en": "Gaussian approximation potential (GAP) [1] for the palladium-gold-hydrogen system. It can be safely used to generate PdAu nanoparticles throughout the whole composition range and to hydrogenate them: add adsorbed H on the surface as well as intercalated hydrogen. For any other system, and for high hydrogen concentrations, the accuracy and stability of the potential should be specifically tested (e.g., against reference DFT calculations). It has been fitted with gap_fit [2] by following a similar recipe as that of the PtAu:H potential [3, 4].\r\n\r\nThe calculations were carried out at the PBE level of theory [5] using the VASP code [6,7]. This potential uses 2-body (distance_2b) and SOAP-type descriptors (soap_turbo) [8,9]. The files can be used both with QUIP/GAP (compiled with the soap_turbo libraries) and TurboGAP [10]. The reference publication for this potential will be added in time (e.g., when a preprint is a valable, and then updated when a journal publication is available).\r\n\r\nFinancial support from the Research Council of Finland and computational resources from CSC (the Finnish IT Center for Science) and Aalto University's Science-IT project are gratefully acknowledged.\r\n\r\nReferences\r\n\r\n\r\n\r\nA.P. Bartók, M.C. Payne, R. Kondor, and G. Csányi. Phys. Rev. Lett. 104, 136403 (2010).\r\n\r\nS. Klawohn, J.P. Darby, J.R. Kermode, G. Csányi, M.A. Caro, and A.P. Bartók. J. Chem. Phys. 159, 174108 (2023).\r\n\r\n\r\n\r\nJ. Kloppenburg and M.A. Caro. Zenodo (2024), DOI: 10.5281/zenodo.11184039.\r\n\r\n\r\nJ. Kang, J. Kloppenburg, J. Sheng, Z. Xu, K. Meinander, H. Jiang, Z.-P. Lv, E.I. Kauppinen, Q. Zhang, X. Chen, M. Vikberg, O. Ikkala, M.A. Caro, and B. Peng. ACS Catal. 15, 9928 (2025).\r\n\r\nJ.P. Perdew, K. Burke and M. Ernzerhof. Phys. Rev. Lett. 77, 3865 (1996).\r\n\r\nVASP: http://vasp.at\r\n\r\nG. Kresse and J. Furthmüller. Phys. Rev. B 54, 11169 (1996).\r\n\r\nA.P. Bartók, R. Kondor, and G. Csányi. Phys. Rev. B 87, 184115 (2013).\r\n\r\nM.A. Caro. Phys. Rev. B 100, 024112 (2019).\r\n\r\nTurboGAP: http://turbogap.fi"
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                "en": "Dataset for Challenges in Simultaneous Microstructuring and Hyperdoping of Germanium with Ultrafast LaserManuscript ID: pssa.202500987Article type: PerspectiveDOI: 10.1002/pssa.202500987Publication: physica status solidi (a) applications and materials science\r\n\r\nOverviewThis dataset contains the raw and processed data underlying all main-text and Supplementary figures of the associated manuscript. The data are organized into separate files according to measurement technique. Within each file, worksheets correspond to specific figures or data subsets as indicated.Unless otherwise stated, raw data are provided in good faith and to the best of the authors’ knowledge accurately reflect the recorded measurements. Processed data used for figure generation (e.g., averaging, normalization, baseline subtraction, or smoothing) are included alongside the raw data to ensure transparency and reproducibility.\r\n\r\nAbsorptance.xlsxAbsorptance.xlsx contains the spectroscopic data underlying Figure 1b and Figure S1 of the manuscript. Total reflectance and total transmittance spectra were measured using an Agilent Cary 5000 UV–Vis–NIR spectrophotometer. The file is organized into separate worksheets for measured and derived quantities.The worksheet “R” provides raw total reflectance measured from 2500 to 1500 nm with a 1 nm step. Below 1500 nm, reflectance is not experimentally accessible under the present configuration and is therefore taken as zero in the absorptance calculation. The worksheet “T” provides raw total transmittance measured from 2500 to 250 nm with a 1 nm step. Wavelength is given in nanometres and reflectance and transmittance are reported in %. The worksheet “A” contains total absorptance calculated as A(λ) = 1 − R(λ) − T(λ) directly from the measured data. The worksheet “Figure1b” and \"FigureS1\" contains the 1900–2500 nm spectral window used to generate Figure 1b and FigureS1, respectively. Absorptance smoothing was performed in Origin using adjacent averaging (window = 50 points, weighted average off, boundary condition reflect) for visualization only as minor point-to-point fluctuations may reduce visual clarity.\r\n\r\nRaman.xlsxRaman.xlsx contains all Raman spectroscopy data underlying Figure 2(b,c) and Figure S3(a,b) of the manuscript. Raman measurements were performed using a WITec alpha300 RA+ system with 532 nm excitation and a 50× objective lens. The file includes both raw and processed spectra.The worksheet “Ti coated Ge” contains all raw spectra measured from the initial Ti-coated Ge samples. Each sample was measured multiple times to ensure reproducibility. The worksheet “Bare Ge” contains all raw spectra measured from the initial bare Ge samples. The worksheet “Background” contains a single spectrum acquired with the excitation light switched off, used for background subtraction.The worksheet “Figure2bc” contains the statistical results presented in Figure 2b and Figure 2c. The worksheets “FigureS3a” and “FigureS3b” contain the spectra (only one characteristic spectrum is chosen for each processing condition) presented in Figure S3a and Figure S3b, respectively. Spectra shown in these figures are normalized to the main Ge Raman peak. Raw spectra prior to normalization are retained in the corresponding raw-data worksheets.\r\n\r\nXPS.xlsxXPS.xlsx contains raw X-ray photoelectron spectroscopy (XPS) data for the four samples described in the manuscript. For each sample, measurements were performed at five randomly selected positions using a 300 µm spot size. At each position, spectra were acquired with ten accumulations and averaged by the instrument.The worksheets “Ti2p”, “Ti3p”, and “Ge2p” correspond to the spectra presented in Figure 2e, Figure S4a, and Figure S4b, respectively. The spectra used to generate these figures were obtained by averaging the five positional measurements for each sample, followed by baseline subtraction. Raw spectra prior to averaging and baseline correction are retained in the file.\r\n\r\nXRD.xlsxXRD.xlsx contains the X-ray diffraction (XRD) spectra underlying Figure 2d of the manuscript. The spectra are provided in their original measured form without post-processing.Addtionally, the worksheets “Ti coated Ge” and “Bare Ge” include all raw XRD spectra acquired from Ge samples with and without Ti coating after each processing step, including rapid thermal annealing (RTA) at temperatures between 400 and 600 °C. The data are presented as measured.\r\n\r\nSEM.7zSEM.7z contains the scanning electron microscopy (SEM) images underlying Figure 2a and Figure S2 of the manuscript. Images are provided in TIFF format (1024 × 768 pixels) and were acquired using a ZEISS SUPRA 40 scanning electron microscope.Acquisition metadata, including scale bar, accelerating voltage (EHT), and date and time of capture, are embedded directly within the image files. The images are provided in their original resolution without modification.\r\n\r\nLicenseThis dataset is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0). Users are free to share and adapt the material for any purpose, provided appropriate credit is given to the original authors and the associated publication."
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                "en": "These are atomic-scale models of disordered carbon-based materials generated using molecular augmented dynamics (MAD) using experimental constraints (X-ray diffraction, neutron diffraction, X-ray photoelectron spectroscopy) and a control simulation protocol based on regular molecular dynamics (MD) without the experimental constraints.\r\n\r\nThe materials include pure carbon forms:\r\n\r\n\r\n\r\ntetrahedral amorphous carbon (ta-C);\r\n\r\nglassy carbon;\r\n\r\nnanoporous carbon;\r\n\r\n\r\nas well as binary mixtures of carbon compounds:\r\n\r\n\r\n\r\ndeuterated/hydrogenated amorphous carbon (a-C:D, a-C:H);\r\n\r\noxygen-rich amorphous carbon (a-COx).\r\n\r\n\r\nFor a-C:H, experimental a-C:D data was used in the structure generation because of the difficulty in matching the available a-C:H data due to the non-trivial interaction of hydrogen's most common isotope (protium, 1H) with neutrons. Thus, available experimental data with deuterium (2H) was used instead. The XYZ structures labeled as \"aCD\" and \"aCH\" are the same, generated with target a-C:D data, with deuterium (\"D\") or hydrogen (\"H\") labels, respectively. This is to ensure the XYZ files can be imported with common atomistic manipulation software that might give errors with \"D\" labels.\r\n\r\nThe structures where generated with the TurboGAP code (turbogap.fi) using GAP potentials trained for pure-C [1], C-H mixtures [2], C-O mixtures [3] and a core-electron binding energy model trained for C-H-O [3, 4]. The methodology used is a modified Hamiltonian dynamics approach [3] whose extension to analytical forces is known as MAD, with all the details provided in the following pair of papers:\r\n\r\n\r\n\r\nT. Zarrouk and M.A. Caro. Molecular augmented dynamics: Generating experimentally consistent atomistic structures by design. arXiv:2508.17132\r\n\r\nT. Zarrouk and M.A. Caro. Linear-scaling calculation of experimental observables for molecular augmented dynamics simulations. arXiv:2509.22388\r\n\r\n\r\nA gallery of the structures, plotted using ASE [5], Ovito [6] and ase_tools [7], is provided with file name \"gallery.png\". All other files use an obvious naming ocnvention.\r\n\r\nThe experimental data were obtained from the literature [8-12]. All the details are given in the reference papers [13, 14].\r\n\r\nContact\r\n\r\nYou can get in contact with either or both the authors at firstname.lastname(at)aalto.fi\r\n\r\nFunding\r\n\r\nThe authors acknowledge financial support from the Research Council of Finland under projects 330488, 347252, 352484, 355301 and 364778, from the European Union’s M-ERA.NET 3 program (NACAB project under grant agreement No 958174). We acknowledge the EuroHPC Joint Undertaking for awarding this project (XCALE innovation study within the Inno4scale project under grant agreement No 101118139) access to the EuroHPC supercomputer LUMI, hosted by CSC (Finland) and the LUMI consortium through a EuroHPC Regular Access call. The authors also acknowledge other computational resources from CSC – the Finnish IT Center for Science and Aalto University’s Science-IT project.\r\n\r\nReferences\r\n\r\n\r\n\r\nH. Muhli, X. Chen, A. P. Bartók, P. Hernández-León, G. Csányi, T. Ala-Nissila, and M. A. Caro. Machine learning force fields based on local parametrization of dispersion interactions: Application to the phase diagram of C60. Phys. Rev. B 104, 054106 (2021).\r\n\r\nR. Ibragimova, M. S. Kuklin, T. Zarrouk, and M. A. Caro. Unifying the Description of Hydrocarbons and Hydrogenated Carbon Materials with a Chemically Reactive Machine Learning Interatomic Potential. Chem. Mater. 37, 1094 (2025).\r\n\r\nT. Zarrouk, R. Ibragimova, A. P. Bartók, and M. A. Caro. Experiment-driven atomistic materials modeling: A case study combining x-ray photoelectron spectroscopy and machine learning potentials to infer the structure of oxygen-rich amorphous carbon. J. Am. Chem. Soc. 146, 14645 (2024).\r\n\r\nD. Golze, M. Hirvensalo, Hernández-León P., A. Aarva, J. Etula, T. Susi, P. Rinke, T. Laurila, and M. A. Caro. Accurate computational prediction of core-electron binding energies in carbon-based materials: A machine-learning model combining DFT and GW. Chem. Mater. 34, 6240 (2022).\r\n\r\nA. H. Larsen, J. J. Mortensen, J. Blomqvist, I. E. Castelli, R. Christensen, M. Dulak, J. Friis, M. N. Groves, B. Hammer, C. Hargus, E. D. Hermes, P. C. Jennings, P. B. Jensen, J. Kermode, J. R. Kitchin, E. L. Kolsbjerg, J. Kubal, K. Kaasbjerg, S. Lysgaard, J. B. Maronsson, T. Maxson, T. Olsen, L. Pastewka, A. Peterson, C. Rostgaard, J. Schiøtz, O. Schütt, M. Strange, K. S. Thygesen, T. Vegge, L. Vilhelmsen, M. Walter, Z. Zeng,  and K. W. Jacobsen. The Atomic Simulation Environment – A Python library for working with atoms. J. Phys.: Condens. Matter 29, 273002 (2017).\r\n\r\nA. Stukowski. Visualization and analysis of atomistic simulation data with OVITO–the Open Visualization Tool. Modelling Simul. Mater. Sci. Eng. 18, 015012 (2009).\r\n\r\ngithub.com/mcaroba/ase_tools\r\n\r\nZ. Zeng, L. Yang, Q. Zeng, H. Lou, H. Sheng, J. Wen, D. J. Miller, Y. Meng, W. Yang, W. L. Mao, and H.-K. Mao. Synthesis of quenchable amorphous diamond. Nat. Commun. 8, 322 (2017).\r\n\r\nK. W. R. Gilkes, P. H. Gaskell, and J. Robertson. Comparison of neutron-scattering data for tetrahedral amorphous carbon with structural models. Phys. Rev. B 51, 12303 (1995).\r\n\r\nT. M. Burke, R. J. Newport, W. S. Howells, K. W. R. Gilkes, and P. H. Gaskell. The structure of a-C:H(D) by neutron diffraction and isotropic enrichment. J. Non-Cryst. Solids 164, 1139 (1993).\r\n\r\nC. A. Santini, A. Sebastian, C. Marchiori, V. P. Jonnalagadda, L. Dellmann, W. W. Koelmans, M. D. Rossell, C. P. Rossel, and E. Eleftheriou. Oxygenated amorphous carbon for resistive memory applications. Nat. Commun. 6, 1 (2015).\r\n\r\nA. C. Forse, C. Merlet, P. K. Allan, E. K. Humphreys, J. M. Griffin, M. Aslan, M. Zeiger, V. Presser, Y. Gogotsi, and C. P. Grey. New insights into the structure of nanoporous carbons from NMR, Raman, and pair distribution function analysis. Chem. Mater. 27, 6848 (2015).\r\n\r\nT. Zarrouk and M. A. Caro. Molecular augmented dynamics: Generating experimentally consistent atomistic structures by design. arXiv:2508.17132.\r\n\r\nT. Zarrouk and M. A. Caro. Linear-scaling calculation of experimental observables for molecular augmented dynamics simulations. arXiv:2509.22388."
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                "en": "The survey studied gambling behaviour and problem gambling in Finland. The study was conducted by the state-owned gambling monopoly company Veikkaus Oy to provide up-to-date information on gambling habits and the extent of problems caused by gambling. Many questions used in the survey were based on the South Oaks Gambling Screen (SOGS-R), with some adaptations to Finnish circumstances. First, the respondents were asked whether they had ever gambled, whether they had gambled in the past 12 months and whether they had used Veikkaus or foreign gambling company games. Those who had gambled on foreign websites were asked which service providers they had used and why they had used foreign ones. Next questions charted how often the respondents did certain types of gambling (lottery, online poker, slot machines, gambling onsite in casinos, scratch cards etc.) Problems caused by gambling during the past 12 months were investigated by asking how much money the respondents usually spent on gambling a week, how often they went back another day to win back money lost, claimed to others to be winning money when were in fact losing, or gambled more than they had intended. Other questions explored whether the respondents had felt guilty when gambling, had wanted to stop gambling but hadn't thought they could, had hidden betting slips, documents related to debts and other signs of gambling from important people in their life. Financial consequences were studied with questions focusing on arguments with others over the way the respondents handled money, had these arguments been centered on gambling, had the respondents borrowed money from someone and not paid back because of gambling, had they taken time from work or study to gamble, and had they borrowed or acquired money to gamble or pay gambling debts and from whom or where. Finally, the respondents were asked which types of gambling they felt might cause them problems in managing their gambling. Background variables included the respondent's gender, age group, education level, average monthly income, socio-economic status, degree of urbanisation of the municipality of residence, region (NUTS3) and major region.",
                "fi": "Aineistossa selvitetään 15-74-vuotiaiden suomalaisten rahapelaamista ja ongelmapelaamisen laajuutta, sekä niihin liittyviä tekijöitä. Kyselyn on toteuttanut Veikkaus Oy pyrkimyksenään tuottaa ajantasaista tietoa rahapelaamisen tuottamien terveyshaittojen laajuudesta, sekä arvioida suunnittelemiensa vastuullisuustoimien vaikuttavuutta. Aluksi kysyttiin, olivatko vastaajat pelanneet elämänsä aikana jotain rahapeliä. Myöntävästi vastanneilta kysyttiin, olivatko he pelanneet jotain rahapeliä viimeisen 12 kuukauden aikana. Tämän jälkeen kartoitettiin, pelattiinko rahapelejä internetissä, ja pelattiinko kotimaisten vai ulkoimaisten palveluntarjoajien pelejä. Lisäksi tiedusteltiin syitä ulkomaisten rahapelien pelaamiseen. Seuraavaksi kysyttiin, kuinka usein erilaisia rahapelejä, kuten nettipokeria, arvontapelejä ja vedonlyöntipelejä pelattiin, ja pyydettiin arvioimaan kuinka paljon rahaa rahapeleihin käytettiin keskimäärin yhden viikon aikana. Kyselyn loppuosa käsitteli vastaajien suhdetta rahapelaamiseen. Kartoitettiin, kuinka usein hävittyjä rahoja yritettiin voittaa takaisin, ja oliko omasta menestyksestä rahapelaamisessa valehdeltu muille ihmisille. Lisäksi kysyttiin, oliko pelejä pelattu enemmän kuin oli alkuperin ollut aikomus, ja oliko pelaaminen aiheuttanut syyllisyydentunteita. Kysyttiin myös, oliko rahapelaamiseen liittynyt lopettamisen vaikeutta, poissaoloja töistä tai opiskelusta, pelaamisen piilottelua läheisiltä, tai kiistelyä rahankäytöstä läheisten kanssa. Rahankäyttöön liittyen kysyttiin myös, oltiinko rahapelien pelaamista varten lainattu rahaa läheisiltä, pankilta tai muilta luottolaitoksilta, myyty omaa tai perheen omaisuutta tai otettu pikavippejä. Lisäksi kysyttiin, koettiinko oma rahapelaaminen ongelmalliseksi, ja oliko kukaan ulkopuolinen puuttunut pelaamiseen. Lopuksi pyydettiin kertomaan, millaisten pelien pelaamisen koettiin aiheuttavan ongelmia pelaamisen hallinnan kanssa. Tutkimuksessa on käytetty Suomen oloihin sovitettua, ongelmapelaamista kuvaavaa South Oaks Gambling Screen (SOGS-R)-mittaria. Taustamuuttujina aineistossa ovat ikäryhmä, sukupuoli, tilastollinen kuntaryhmä, maakunta, suuralue, koulutusaste, pääasiallinen toiminta ja keskimääräiset kuukausitulot."
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            "description": {
                "en": "The dataset consists of interviews with coaches and coachees on their thoughts and experiences regarding intermediate labour market workshop activities and their development. The data also include coaching session recordings from one workshop. The data were collected as part of the 'Building Innovation Agency through Empowering Backstage Collaboration' (BINEC) research project, funded by the Emil Aaltonen Foundation. The interviews with the coaches examined their views on the process of developing services for the unemployed and their experiences of working with the clients. The aim was to understand the process and current state of the development of intermediate labour market services. In the interviews with the clients, questions surveyed their experiences and views regarding the activities of intermediate labour market workshops as well as their future plans. The coaching process as a whole was surveyed through the recordings of one-on-one coaching sessions. Themes of discussion in the interviews and sessions included, among others, long-term unemployment, promotion of employment, rehabilitation, Green Care, promotion of activity, and social interaction. Background information included the date of the interview or session, type of data collected (interview or recording), participants, and the participants' role in the workshop. The data were organised into an easy to use HTML version at FSD. The dataset is available only in Finnish.",
                "fi": "Aineisto käsittelee välityömarkkinoiden työpajan valmentajien sekä valmentautujien ajatuksia ja kokemuksia työpajatoiminnasta sekä työllistämishankkeesta. Aineisto koostuu kolmesta kokonaisuudesta, joita ovat valmentajien haastattelut, valmentautujien haastattelut sekä valmennuskeskusteluiden taltioinnit. Aineistot on kerätty osana Toimijuuden tukeminen marginalisoitujen yhteisöjen kehittämistoiminnassa (BINEC) -tutkimusprojektia, jota on rahoittanut Emil Aaltosen säätiö. Valmentajille suunnattujen haastattelukysymysten avulla tiedusteltiin valmennuspalveluiden kehittämisen prosessista sekä työllistämishankkeeseen liittyen kokemuksia asiakastyöstä ja erilaisista yhteistyökuvioista. Tavoitteena oli ymmärtää hankkeen toimintaa ja työpajan asiakaspolkuun liittyvän kehitystyön prosessia, sen herättämiä ajatuksia, toiveita ja tavoitteita. Valmentautujien haastatteluissa puolestaan kysyttiin muun muassa kokemuksia työpajalla työskentelystä, työpajatoiminnasta yleisesti, valmennuksesta sekä tulevaisuudensuunnitelmista. Valmentajan ja valmennettavien välisten yksilövalmennuskeskusteluiden havainnoinnin tarkoituksena oli seurata asiakaspolkua ja valmennusprosessia sen eri vaiheissa. Aineistossa esiintyviä aiheita ovat muun muassa pitkäaikaistyöttömyys, työllistymisen edistäminen, kuntoutus, Green Care, toimijuuden tukeminen ja sosiaalinen vuorovaikutus. Taustatietoina ovat päivämäärä, aineistotyyppi, osallistujat sekä tieto siitä, miksi henkilö on työpajassa. Aineistosta on tehty html-versio, jonka hakemiston avulla haastatteluja on helppo selata."
            },
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                {
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                    "url": "http://www.yso.fi/onto/okm-tieteenala/ta5",
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                        "fi": "YHTEISKUNTATIETEET",
                        "sv": "Samhällsvetenskaper"
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            ],
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            "issued": "2022-12-10",
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                "välityömarkkinat",
                "työvalmennus",
                "työllistäminen",
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            ],
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                "en": "Interviews with Coaches and Coachees and Coaching Session Recordings from an Intermediate Labour Market Workshop 2014-2016",
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            "description": {
                "en": "The school health promotion study, conducted by the Finnish Institute for Health and Welfare, examines the well-being, health, and school life of children and young people of different ages. This dataset consists of responses to the 2019 survey by eight- and ninth-graders in basic education and first- and second-year students in upper secondary education. The respondents filled out the questionnaire during the school day at their school or educational institution. The language options for the survey were Finnish, Swedish, Russian, English, and North Sámi. First, the respondents' opinions on school in general, their class/group, and the teachers were examined. The respondents were asked whether they had had the possibility to influence various things at their school during the present school year. Questions also surveyed how the respondents felt about recesses and breaks, whether they were experiencing difficulties in school, and whether something had bothered them at school. School bullying was examined with questions on whether the respondents had been bullied or had bullied others during the present semester, whether they had told anyone if they had been bullied, and what had happened after they had reported it. The respondents' physical and mental health, social relationships, and dating and sexual health were also charted. Next, the respondents' habits regarding brushing their teeth, sleeping, and physical exercise were surveyed. The respondents were asked whether they used tobacco products, alcohol, or other substances, and how they had gotten the substances they had used. Harassment, sexual harassment, and violence experienced by the respondents were also examined. The respondents were asked whether they had received help or services from a school nurse, physician, social worker or psychologist, and how easy it had been to get help. Finally, the respondents' relationship with their family and how they spent their leisure time were charted. Background variables included the respondent's NUTS3 region of residence, official and perceived gender, year of birth, whether R was a minor, grade in school, living arrangements (categorised), background based on R's and their parents' country of birth (categorised), and how long R had lived in Finland.",
                "fi": "Terveyden ja hyvinvoinnin laitoksen Kouluterveyskysely tuottaa tietoa eri ikäisten lasten ja nuorten hyvinvoinnista, terveydestä, koulunkäynnistä sekä avun saamisesta. Tämä aineisto sisältää 8. ja 9. luokkien oppilaiden sekä lukioiden ja ammattioppilaitosten 1. ja 2. vuoden opiskelijoiden vastaukset vuoden 2019 kyselyyn. Kyselyyn on vastattu koulussa tai oppilaitoksessa opiskelupäivän aikana ja kielivaihtoehtoina ovat olleet suomi, ruotsi, venäjä, englanti ja pohjoissaame. Kyselyn alussa kartoitettiin mielipiteitä koulunkäynnistä ja luokan yhteishengestä. Lisäksi koulunkäyntiin liittyen kysyttiin oppimisvaikeuksista, kiusaamisesta ja oppimista häiritsevistä tekijöistä. Vastaajilta kysyttiin, millaiseksi he kokevat terveydentilansa niin fyysisesti kuin psyykkisesti, sekä ovatko he kokeilleet tai käyttävätkö he eri päihteitä. Lisäksi kysyttiin seurustelusta ja seksuaaliterveydestä. Kysely kattoi myös avunsaannin esimerkiksi kouluterveydenhoitajalla, -kuraattorilla tai -psykologilla. Lisäksi tiedusteltiin, onko vastaajalla ystäviä, millaiseksi vastaaja kokee perhesuhteensa sekä miten hän viettää vapaa-aikaansa. Vapaa-aikaan liittyen kysyttiin muun muassa kulttuurista, liikunnasta ja internetin käytöstä. Edelleen kyselyssä selvitettiin, onko vastaaja kokenut henkistä väkivaltaa, fyysistä väkivaltaa tai seksuaalista häirintää yleisesti tai perheessään. Taustamuuttujina ovat maakunta, virallinen ja koettu sukupuoli, syntymävuosi, alaikäisyys, luokka-aste, asumisjärjestelyt luokiteltuna, syntyperä luokiteltuna syntymämaan sekä vanhempien syntymämaiden perusteella sekä tieto siitä, kauanko vastaaja on asunut Suomessa."
            },
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                {
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                    "url": "http://www.yso.fi/onto/okm-tieteenala/ta5",
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                    "pref_label": {
                        "en": "Social sciences",
                        "fi": "YHTEISKUNTATIETEET",
                        "sv": "Samhällsvetenskaper"
                    }
                },
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                    "url": "http://www.yso.fi/onto/okm-tieteenala/ta3",
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                    "pref_label": {
                        "en": "Medical and health sciences",
                        "fi": "LÄÄKE- JA TERVEYSTIETEET",
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                }
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                "school bullying",
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                "trust",
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                "Esi- ja peruskoulu",
                "Toisen ja korkea-asteen koulutus",
                "Ammatillinen koulutus",
                "Yleinen terveydentila ja hyvinvointi",
                "Nuoret",
                "Compulsory and pre-school education",
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