The FAIR guiding principles for data stewardship: fair enough?

The FAIR Guiding Principles for scientific data management and stewardship

Wilkinson, M. D., Dumontier, M., Aalbersberg, I. J., Appleton, G., Axton, M., Baak, A., Blomberg, N., Boiten, J.-W., da Silva Santos, L. B., Bourne, P. E., et al. (2016) · Scientific Data · doi:10.1038/sdata.2016.18 · Cited by 18,423

A manifesto for reproducible science

Munafò, M. R., Nosek, B. A., Bishop, D. V. M., Button, K. S., Chambers, C. D., Percie du Sert, N., Simonsohn, U., Wagenmakers, E.-J., Ware, J. J., & Ioannidis, J. P. A. (2017) · Nature Human Behaviour · doi:10.1038/s41562-016-0021 · Cited by 3,397

Bibliometrics: The Leiden Manifesto for Research Metrics

Hicks, D., Wouters, P., Waltman, L., de Rijcke, S., & Rafols, I. (2015) · Nature · doi:10.1038/520429a · Cited by 2,828

The Extent and Consequences of P-Hacking in Science

Head, M. L., Holman, L., Lanfear, R., Kahn, A. T., & Jennions, M. D. (2015) · PLOS Biology · doi:10.1371/journal.pbio.1002106 · Cited by 1,388

Dynamic consent: a patient interface for twenty-first century research networks

Kaye, J., Whitley, E. A., Lund, D., Morrison, M., Teare, H., & Melham, K. (2015) · European Journal of Human Genetics · doi:10.1038/ejhg.2014.71 · Cited by 780

The ethics of big data: current and foreseeable issues in biomedical contexts

Mittelstadt, B. D., & Floridi, L. (2016) · Science and Engineering Ethics · doi:10.1007/s11948-015-9652-2 · Cited by 714

Big Data, Little Data, No Data

Borgman, C. L. (2015) · The MIT Press eBooks · doi:10.7551/mitpress/9963.001.0001 · Cited by 598

Cloudy, increasingly FAIR; revisiting the FAIR Data guiding principles for the European Open Science Cloud

Mons, B., Neylon, C., Velterop, J., Dumontier, M., Santos, L. O. B. D. S., & Wilkinson, M. D. (2017) · Information Services & Use · doi:10.3233/isu-170824 · Cited by 432

What Drives Academic Data Sharing?

Fecher, B., Friesike, S., & Hebing, M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0118053 · Cited by 399

The European Genome-phenome Archive of human data consented for biomedical research

Lappalainen, I., Almeida, J. P., Kumanduri, V., Senf, A., Spalding, D., Ur-Rehman, S., Saunders, G. I., Kandasamy, J., Cáccamo, M., Leinonen, R., et al. (2015) · Nature Genetics · doi:10.1038/ng.3312 · Cited by 366

Single-Cell Multi-Omics Sequencing Technologies and Their Applications in Livestock and Poultry Research

Cao, J., Zhou, X., Liu, J., Liu, D., & Liu, G. (2025) · Journal of Agricultural and Food Chemistry · doi:10.1021/acs.jafc.5c13040 · Cited by 9

A modular approach to cataloguing marine science data

Leadbetter, A. M., Meaney, W., Tray, E., Conway, A., Flynn, S., Keena, T., Kelly, C., & Thomas, R. (2020) · Earth Science Informatics · doi:10.1007/s12145-020-00445-w · Cited by 8

Road to FAIR genomes: a gap analysis of NGS data generation and sharing in the Netherlands

Beliën, J. A. M., Kip, A. E., & Swertz, M. A. (2022) · BMJ Open Science · doi:10.1136/bmjos-2021-100268 · Cited by 8

Um Novo Paradigma em Investigação em Saúde: Dados FAIR (Localizáveis, Acessíveis, Interoperáveis, Reutilizáveis)

Almada, M., Midão, L., Portela, D., Dias, I., Núñez-Benjumea, F. J., Parra-Calderón, C. L., & Costa, E. M. (2020) · Acta Médica Portuguesa · doi:10.20344/amp.12910 · Cited by 9

Technical note: A guide to using three open-source quality control algorithms for rainfall data from personal weather stations

Hachem, A. E., Seidel, J., O’Hara, T., Herrera, R. V., Overeem, A., Uijlenhoet, R., Bàrdossy, A., & de Vos, L. W. (2024) · Hydrology and earth system sciences · doi:10.5194/hess-28-4715-2024 · Cited by 7

Neuroethicists’ Perspectives on Ethical Issues in Neurotechnology Industry-Academia Partnerships

Solomon, E. D., Parsons, M. V., Skolnik, M., Mwobobia, J. M., DuBois, J. M., & McIntosh, T. J. (2025) · AJOB Neuroscience · doi:10.1080/21507740.2025.2601350 · Cited by 7

Interfacial Chemistry in SERS: Mechanisms, Controls, and Materials

Tan, E. X., Tran, C. T., Kieu, G. M., Phang, I. Y., & Ling, X. Y. (2026) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.6c02936 · Cited by 7

Behind every good research there are data. What are they and their importance to forensic science

Hackman, L., Mack, P., & Ménard, H. (2024) · Forensic Science International Synergy · doi:10.1016/j.fsisyn.2024.100456 · Cited by 7

Unrestricted Versus Regulated Open Data Governance: A Bibliometric Comparison of SARS-CoV-2 Nucleotide Sequence Databases

Sheehan, N., Botta, F., & Leonelli, S. (2024) · Data Science Journal · doi:10.5334/dsj-2024-029 · Cited by 7

Semantic Enrichment of Non-Graphical Data of a BIM Model of a Public Building from the Perspective of the Facility Manager

Borkowski, A. S., & Maroń, M. (2024) · Big Data and Cognitive Computing · doi:10.3390/bdcc8100138 · Cited by 7

From data lifecycle to research activity model: research data management in data-intensive social sciences and humanities research

Sendra, A., Late, E., & Kumpulainen, S. (2025) · Aslib Journal of Information Management · doi:10.1108/ajim-12-2024-0959 · Cited by 7

The FAIRness of data management plans: an assessment of some European DMPs

Henning, P. C., Santos, L. O. B. D. S., Pires, L. F., Sinderen, M. J. V., & Moreira, J. (2021) · Reciis · doi:10.29397/reciis.v15i3.2270 · Cited by 7

Sharing FAIR monitoring program data improves discoverability and reuse

Bayer, J. M., Scully, R. A., Dlabola, E. K., Courtwright, J. L., Hirsch, C. L., Hockman-Wert, D., Miller, S. W., Roper, B. B., Saunders, W. C., & Snyder, M. N. (2023) · Environmental Monitoring and Assessment · doi:10.1007/s10661-023-11788-4 · Cited by 7

Roles of Selective Agriculture Practices in Sustainable Agricultural Performance: A Systematic Review

Ali, B., & Dahlhaus, P. G. (2022) · Sustainability · doi:10.3390/su14063185 · Cited by 7

Long-term sustainability of a distributed RI: the EPOS case

Contell, K. S., Karlzén, K., Cocco, M., Pedersen, H. A., Atakan, K., Bailo, D., Lange, O., Mercurio, D., Maracchia, G., Piras, D., et al. (2022) · Annals of Geophysics · doi:10.4401/ag-8786 · Cited by 7

Lessons learned from the development of a national registry on dementia care and support based on linked national health and administrative data

van der Heide, I., Francke, A. L., Döpp, C. M. E., Heins, M. J., van Hout, H. P. J., Verheij, R. A., & Joling, K. J. (2023) · Learning Health Systems · doi:10.1002/lrh2.10392 · Cited by 7

A proposed FAIR approach for disseminating geospatial information system maps

Thompson, P. T., Ojha, S., Powell, C. D., Pennell, K. G., & Moseley, H. (2023) · Scientific Data · doi:10.1038/s41597-023-02281-1 · Cited by 7

Evaluating Data Quality: Comparative Insights on Standards, Methodologies, and Modern Software Tools

Alexakis, T., Adamopoulou, E. F., Πεππές, Ν., Daskalakis, E., & Ntouskas, G. (2025) · Electronics · doi:10.3390/electronics14153038 · Cited by 12

A long and winding road: culture change on data sharing in exposomics

Wright, R. O., Makris, K. C., Natsiavas, P., Fennell, T. R., Rushing, B. R., Wilson, A., Adamu, Y., Adar, S. D., Adebamowo, C., Akhtari, F. S., et al. (2024) · Exposome · doi:10.1093/exposome/osae004 · Cited by 6

Managing Scientific Literature with Software from the PORTAL-DOORS Project

Dutta, S., Kowshik, P., Ambati, A., Nori, S., Taswell, S. K., & Taswell, C. (2019) · International Conference on e-Science · doi:10.1109/escience.2019.00081 · Cited by 6

GenoPheno: cataloging large-scale phenotypic and next-generation sequencing data within human datasets

Gutiérrez‐Sacristán, A., Niz, C. D., Kothari, C. R., Kong, S. W., Mandl, K. D., & Avillach, P. (2020) · Briefings in Bioinformatics · doi:10.1093/bib/bbaa033 · Cited by 6

Communities of Practice in Crop Diversity Management: From Data to Collaborative Governance

Louafi, S., Thomas, M., Jankowski, F., Leclerc, C., Barnaud, A., Baufume, S., Guichardaz, A., Joly, H. I., Labeyrie, V., Leclercq, M., et al. (2022) · Springer eBooks · doi:10.1007/978-3-031-13276-6_14 · Cited by 8

Creation of Standardized Common Data Elements for Diagnostic Tests in Infectious Disease Studies: Semantic and Syntactic Mapping

Stellmach, C., Hopff, S. M., Jaenisch, T., de Miranda, S. M. N., Rinaldi, E., & The NAPKON, L. (2024) · Journal of Medical Internet Research · doi:10.2196/50049 · Cited by 5

SELVEDAS: A Data and Compute as a Service Workflow Demonstrator targeting Supercomputing Ecosystems

Leong, S. H., Stadler, H.-C., Chang, M.-C., Dorsch, J. P., Aliaga, T., & Ashton, A. (2020) · IEEE/ACM International Workshop on Interoperability of Supercomputing and Cloud Technologies (SuperCompCloud) · doi:10.1109/supercompcloud51944.2020.00007 · Cited by 6

Developing practices for FAIR and linked data in Heritage Science

Larsson, Å. M., Mellbin, B. B., & Hacke, M. (2025) · npj Heritage Science · doi:10.1038/s40494-025-01598-x · Cited by 8

Biorepositories For Global Rare Disease Research: A Narrative Review

Pellico, M. R., Day, J. A., Shah, M., Yi, B. Y., Saketkoo, L. A., Lood, C., & Gupta, L. (2025) · Current Rheumatology Reports · doi:10.1007/s11926-025-01189-6 · Cited by 5

Assessing the adoption of the FAIR principles in Italian environmental research infrastructures

Nestola, E., Sgrigna, G., Ingrosso, G., Tarallo, A., Raho, D., Muri, C. D., Muresan, A. N., & Rosati, I. (2025) · Patterns · doi:10.1016/j.patter.2025.101420 · Cited by 5

Facilitating Harmonization of Variables in Framingham, MESA, ARIC, and REGARDS Studies Through a Metadata Repository

Mallya, P., Stevens, L. M., Zhao, J., Hong, C., Henao, R., Economou-Zavlanos, N., WOJDYLA, D. M., Schibler, T., Manchanda, V., Pencina, M. J., et al. (2023) · Circulation Cardiovascular Quality and Outcomes · doi:10.1161/circoutcomes.123.009938 · Cited by 5

Adapting the open-source Gen3 platform and kubernetes for the NIH HEAL IMPOWR and MIRHIQL clinical trial data commons: Customization, cloud transition, and optimization

Adams, M. C. B., Griffin, C., Adams, H., Bryant, S. H., Hurley, R. W., & Topaloĝlu, Ü. (2024) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2024.104749 · Cited by 5

Biodiversity data sharing platforms are vital for the management and prevention of biological invasions

Onley, I. R., Cassey, P., & McGeoch, M. A. (2025) · Biodiversity and Conservation · doi:10.1007/s10531-025-03058-1 · Cited by 5

Integration of Distributed Streamflow Measurement Metadata for Improved Water Resource Decision-Making

Kaiser, K. E., Blasch, K. W., & Schmitz, S. (2023) · Water · doi:10.3390/w15040679 · Cited by 5

Data management and protection in occupational and environmental exposome research - A case study from the EU-funded EXIMIOUS project

Ghosh, M., Broothaerts, K., Ronsmans, S., Roig, I. B., Scheepers, J., Dikmen, M., Ciscato, E. R., Blanch, C., Plusquin, M., Nygaard, U. C., et al. (2023) · Environmental Research · doi:10.1016/j.envres.2023.116886 · Cited by 5

Computational implementation and formalism of FAIR data stewardship principles

Anjaria, K. (2020) · Data Technologies and Applications · doi:10.1108/dta-09-2019-0164 · Cited by 5

P-Mart: Interactive Analysis of Ion Abundance Global Proteomics Data

Bramer, L., Stratton, K. G., White, A. M., Bleeker, A. H., Kobold, M. A., Waters, K. M., Metz, T., Rodland, K., & Webb‐Robertson, B. (2019) · Journal of Proteome Research · doi:10.1021/acs.jproteome.8b00840 · Cited by 5

Schema Playground: A tool for authoring, extending, and using metadata schemas to improve FAIRness of biomedical dataPreprint

Cano, M. A., Tsueng, G., Zhou, X., Hughes, L. D., Mullen, J. L., Xin, J., Su, A. I., & Wu, C. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.09.02.458726 · Cited by 5

Identifying and sharing per-and polyfluoroalkyl substances hot-spot areas and exposures in drinking water

Ojha, S., Thompson, P. T., Powell, C. D., Moseley, H., & Pennell, K. G. (2023) · Scientific Data · doi:10.1038/s41597-023-02277-x · Cited by 6

Advancing Open Science: A Bibliometric Study of Scholarly Metadata Research (1995–2024)

Subaveerapandiyan, A., Taj, A., & Nair, A. R. (2025) · Science & Technology Libraries · doi:10.1080/0194262x.2025.2517089 · Cited by 4

MetaBakery: a Singularity implementation of bioBakery tools as a skeleton application for efficient HPC deconvolution of microbiome metagenomic sequencing data to machine learning ready information

Murovec, B., Deutsch, L., Osredkar, D., & Stres, B. (2024) · Frontiers in Microbiology · doi:10.3389/fmicb.2024.1426465 · Cited by 4

The FAIRification process for data stewardship: A comprehensive discourse on the implementation of the FAIR principles for data visibility, interoperability and management

Bhat, A., & Wani, Z. A. (2024) · IFLA Journal · doi:10.1177/03400352241270692 · Cited by 9

Barriers to Extracting and Harmonizing Glaucoma Testing Data: Gaps, Shortcomings, and the Pursuit of FAIRness

Radgoudarzi, N., Hallaj, S., Boland, M. V., Stagg, B. C., Wang, S. Y., Xu, B. Y., Swaminathan, S. S., Brown, E. N., Chen, A., Sun, C. Q., et al. (2024) · Ophthalmology Science · doi:10.1016/j.xops.2024.100621 · Cited by 4

Data Portability in Health Research and Biobanking:

Chassang, G., Southerington, T., Tzortzatou, O., Boeckhout, M., & Slokenberga, S. (2018) · European Data Protection Law Review · doi:10.21552/edpl/2018/3/8 · Cited by 4

FAIR Aspects of a Health Information Protection and Management System

Delgado, J., & Llorente, S. (2022) · Methods of Information in Medicine · doi:10.1055/s-0042-1758765 · Cited by 4

Data-Sharing Across Otolaryngology: Comparing Journal Policies and Their Adherence to the FAIR Principles

Johnson, A., Bouvette, M. J., Rangu, N., Morley, T., Schultz, A., Torgerson, T., & Vassar, M. B. (2023) · Annals of Otology Rhinology & Laryngology · doi:10.1177/00034894231185642 · Cited by 4

Improving ethical usage of corporate data in higher education: Enhanced Enterprise Data Ethics Framework

McNicol, T., Carthouser, B., Bongiovanni, I., & Abeysooriya, S. (2023) · Information Technology and People · doi:10.1108/itp-12-2022-0971 · Cited by 4

Curating the Chinese ancient book catalogs: Leveraging the dual roles of humanities scholars as experts and users in collaborative practice

Li, W., Wang, J., & Wang, F. (2024) · Journal of the Association for Information Science and Technology · doi:10.1002/asi.24894 · Cited by 4

Opening Marine Long-Term Ecological Science: Lesson Learned From the LTER-Italy Site Northern Adriatic Sea

Minelli, A., Sarretta, A., Oggioni, A., Bergami, C., Bastianini, M., Aubry, F. B., Camatti, E., & Pugnetti, A. (2021) · Frontiers in Marine Science · doi:10.3389/fmars.2021.659522 · Cited by 4

Omics Analyses: How to Navigate Through a Constant Data Deluge

Denecker, T., & Lelandais, G. (2022) · Methods in molecular biology · doi:10.1007/978-1-0716-2257-5_25 · Cited by 4

Research data management for open science

Lefebvre, A. (2021) · Utrecht University Repository (Utrecht University) · doi:10.33540/447 · Cited by 4

Editorial: Democratizing data: Environmental data access and its future

Butler, K. A., Jackson, L. A., Kruk, M. C., Merati, N., & Vance, T. C. (2023) · Frontiers in Climate · doi:10.3389/fclim.2022.1081021 · Cited by 5

A Unified Dataset for Antibody and Nanobody Design Including Sequence, Structure, and Binding Affinity Data

Wu, Y., Liu, X., Hrovatin, K., Wu, D., Linker, S. M., Winkel, M., & Tan, F. (2026) · Scientific Data · doi:10.1038/s41597-026-06878-0 · Cited by 4

Facilitating Effective Reuse of Soil Research Data: The BonaRes Repository

Lachmuth, S., Dönmez, C., Hoffmann, C., Specka, X., Svoboda, N., & Helming, K. (2025) · European Journal of Soil Science · doi:10.1111/ejss.70103 · Cited by 6

Open data sharing: what could possibly go wrong?

Adams, M. C. B., & Clauw, D. J. (2025) · Pain · doi:10.1097/j.pain.0000000000003696 · Cited by 3

The Ontology for Conceptual Characterization of Ontologies

Martins, B. F., Guizzardi, R., Román, J. F. R., Hadad, M., & Pastor, Ó. (2023) · Lecture notes in computer science · doi:10.1007/978-3-031-47262-6_6 · Cited by 3

Sharing Research Data in Collaborative Material Science and Engineering Projects

Opatz, T., Feldhoff, K., Wiemer, H., & Ihlenfeldt, S. (2025) · Data · doi:10.3390/data10040053 · Cited by 3

CyVerse Austria—A Local, Collaborative Cyberinfrastructure

Lang, K., Stryeck, S., Bodruzic, D., Stepponat, M., Trajanoski, S., Winkler, U., & Lindstaedt, S. (2020) · Mathematical and Computational Applications · doi:10.3390/mca25020038 · Cited by 3

Joint controllers in large research consortia: a funnel model to distinguish controllers in the sense of the GDPR from other partners in the consortium

van Veen, E.-B., Boeckhout, M., Schlünder, I., Boiten, J., & Dias, V. (2022) · Open Research Europe · doi:10.12688/openreseurope.14825.1 · Cited by 3

Data Management Strategy for AI Deployment in Ethiopian Healthcare System

Assefa, S. G. (2023) · Communications in computer and information science · doi:10.1007/978-3-031-31327-1_3 · Cited by 4

Information Scientists’ Motivations for Research Data Sharing and Reuse

Shutsko, A., & Stock, W. G. (2023) · Libri · doi:10.1515/libri-2023-0052 · Cited by 3

Training to Act FAIR: A Pre-Post Study on Teaching FAIR Guiding Principles to (Future) Researchers in Higher Education

Prieß-Buchheit, J., Hermeking, N., & Möbius, T. W. D. (2024) · Journal of Academic Ethics · doi:10.1007/s10805-024-09547-2 · Cited by 3

Predicting ‘pain genes’: multi-modal data integration using probabilistic classifiers and interaction networks

Zhao, N., Bennett, D., Baskozos, G., & Barry, A. M. (2024) · Bioinformatics Advances · doi:10.1093/bioadv/vbae156 · Cited by 3

On the Transposition of FAIR Data Principles to Financial Services: An Adapted FAAIR Guideline

Owens, E., Sheehan, B., Mullins, M., Cunneen, M., & O’Connell, B. (2025) · Accounting Finance & Governance Review/Accounting finance & governance review · doi:10.52399/001c.138720 · Cited by 3

The Management and Stewardship of Medical Plastic Waste using Raman Spectroscopy to Sustain Circular Economy

Marica, A. I., Aluaş, M., & Pînzaru, S. C. (2019) · E-Health and Bioengineering Conference (EHB) · doi:10.1109/ehb47216.2019.8970076 · Cited by 3

DBgen: A Python Library for Defining Scalable, Maintainable, Accessible, Reconfigurable, Transparent (SMART) Data PipelinesPreprint

Statt, M. J., Brown, K. S., Suram, S. K., Hung, L., Schweigert, D., Gregoire, J. M., & Rohr, B. A. (2021) · ChemRxiv · doi:10.33774/chemrxiv-2021-34p7f · Cited by 3

Evaluating and deploying genome-scale metabolic models for microbial cell factories

Pham, N. (2021) · doi:10.18174/537210 · Cited by 3

Perceptions and Opinions Towards Data-Sharing: A Survey of Addiction Journal Editorial Board Members

Anderson, J. M., Johnson, A., Rauh, S. L., Johnson, B. S., Bouvette, M. J., Pinero, I., Beaman, J., & Vassar, M. B. (2022) · The Journal of Scientific Practice and Integrity · doi:10.35122/001c.35597 · Cited by 3

The role of data governance in addressing potential risks associated with agricultural data exchanges: A systematic literature reviewPreprint

Basharat, A., Bewong, M., Krivokapic‐Skoko, B., Ip, R. H. L., Lewis, C., Al‐Saggaf, Y., & Islam, M. Z. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4863615 · Cited by 3

Research Integrity and Academic Authority in the Age of Artificial Intelligence: From Discovery to Curation?Preprint

Chesterman, S. A., & Loy, H. C. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6046274 · Cited by 4

Open Science Practices in Integrated Assessment Models

Rodés-Bachs, C., Sampedro, J., Frilingou, N., Gardumi, F., & Giudice, C. L. (2025) · Open Research Europe · doi:10.12688/openreseurope.18824.1 · Cited by 2

FAIR for whom? A reality check on the state of FAIR research data management in a collaborative research project

Hellstrand, M., Raghothama, J., & Meijer, S. (2025) · Big Data & Society · doi:10.1177/20539517251349157 · Cited by 2

Digital data and practice change: the impact of innovative web portals on user knowledge building and decision-making processes

Murphy, A. F., & Ollerenshaw, A. (2022) · Online Information Review · doi:10.1108/oir-08-2021-0403 · Cited by 2

Data standardization in the omics field

Kumuthini, J., Zass, L. J., Chaouch, M., Gill, Z., Ras, V., Mungloo-Dilmohamud, Z., Sathan, D., Ghoorah, A. W., Fadlelmola, F. M., Fields, C. J., et al. (2023) · Elsevier eBooks · doi:10.1016/b978-0-12-819803-2.00008-0 · Cited by 2

Robber flies and hover flies (Insecta, Diptera, Asilidae and Syrphidae) in beech forests of the central Apennines: a contribution to the inventory of insect biodiversity in Italian State Nature Reserves

Lenzi, A., Birtele, D., Gisondi, S., Romano, M., Petriccione, B., Cerretti, P., & Campanaro, A. (2023) · Biodiversity Data Journal · doi:10.3897/bdj.11.e101327 · Cited by 2

FAIRification of CRIS: A Review

Azeroual, O., Schöpfel, J., Pölönen, J., & Nikiforova, A. (2023) · Communications in computer and information science · doi:10.1007/978-3-031-43471-6_13 · Cited by 2

To share or not to share, that is the question: a qualitative study of Chinese astronomers’ perceptions, practices, and hesitations about open data sharing

Liu, J., Zhao, K., Gu, L., & Xia, H. (2024) · Humanities and Social Sciences Communications · doi:10.1057/s41599-024-03570-9 · Cited by 2

Biomedical Data Types, Sources, Content, and Retrieval

Das, G., & Ghosh, I. (2024) · Transactions on computer systems and networks · doi:10.1007/978-981-97-3962-2_2 · Cited by 2

Biomedical image characterization and radio genomics using machine learning techniques

Okunlola, F. O., Adetuyi, T. G., Olajide, P. A., Okunlola, A. R., Adetuyi, B. O., Adeyemo-Eleyode, V. O., Akomolafe, A. A., Yunana, N., Baba, F., Nwachukwu, K. C., et al. (2024) · Elsevier eBooks · doi:10.1016/b978-0-443-15452-2.00019-4 · Cited by 2

Semantic enrichment of Pomeranian health study data using LOINC and WHO-FIC terminology mapping principles

Inau, E. T., Radke, D., Bird, L., Westphal, S., Ittermann, T., Schäfer, C., Nauck, M. A., Zeleke, A. A., Schmidt, C. O., & Waltemath, D. (2025) · JAMIA Open · doi:10.1093/jamiaopen/ooaf010 · Cited by 2

How to Structure a SSH Dataset for FAIR and Computational Reuse

Degl’Innocenti, E., & Spadi, A. (2025) · IEEE International Conference on Cyber Humanities (IEEE-CH) · doi:10.1109/ieee-ch65308.2025.11279300 · Cited by 2

Distributed Text Services (DTS): A Community-Built API to Publish and Consume Text Collections as Linked Data

Almas, B., Cayless, H., Clérice, T., Jolivet, V., Liuzzo, P. M., Robie, J., Romanello, M., & Scott, I. (2023) · Journal of the Text Encoding Initiative · doi:10.4000/jtei.4352 · Cited by 2

Self-reporting data assets and their representation in the pharmaceutical industry

Corte, D. D., Colsman, W., Fessenmayr, H., da Silva, A. S., & Vanderwall, D. E. (2021) · Drug Discovery Today · doi:10.1016/j.drudis.2021.07.019 · Cited by 2

Inter-rater reliability of the infectious disease modeling reproducibility checklist (IDMRC) as applied to COVID-19 computational modeling research

Pokutnaya, D. Y., van Panhuis, W. G., Childers, B. R., Hawkins, M., Arcury‐Quandt, A. E., Matlack, M., Carpio, K., & Hochheiser, H. (2023) · BMC Infectious Diseases · doi:10.1186/s12879-023-08729-4 · Cited by 2

Patient Dossier: Healthcare queries over distributed resources

Vázquez, M., & Valencia, A. (2019) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1007291 · Cited by 2

Realistic and Robust Reproducible Research for BiostatisticsPreprint

Hejblum, B. P., Kunzmann, K., Lavagnini, E., Hutchinson, A., Robertson, D. S., Jones, S., & Eckes-Shephard, A. H. (2020) · Preprints.org · doi:10.20944/preprints202006.0002.v1 · Cited by 2

What are the Ethical Approaches Used by Experts When Sharing Health Data? - An Interview StudyPreprint

Johansson, J. V., Bentzen, H. B., & Mascalzoni, D. (2021) · Research Square · doi:10.21203/rs.3.rs-691885/v1 · Cited by 2

Harmonizing the Generation and Pre-publication Stewardship of FAIR Image DataPreprint

Bialy, N., Alber, F., Andrews, B., Angelo, M., Beliveau, B. J., Bintu, L., Boettiger, A. N., Boehm, U., Brown, C. M., Maina, M. B., et al. (2024) · PubMed · doi:10.48550/arxiv.2401.13022 · Cited by 4

DS-PACK: Tool assembly for the end-to-end support of controlled access human data sharing

Alper, P., Děd, V., Herzinger, S., Grouès, V., Peter, S., Lebioda, J. J., Ebermann, L., Popleteeva, M., Barry, N. D., Welter, D., et al. (2024) · Scientific Data · doi:10.1038/s41597-024-03326-9 · Cited by 3

Big data management using artificial intelligence in the apparel supply chain : opportunities and challenges

Jain, S. (2020) · doi:10.70675/3938cf2fzb3a5z4848zb783z91577ba5b481 · Cited by 2

A mixed-methods protocol to develop and validate a stewardship maturity matrix for human genomic data in the cloud

Rahimzadeh, V. N., Peng, G., & Cho, M. K. (2022) · Frontiers in Genetics · doi:10.3389/fgene.2022.876869 · Cited by 1

The role of open research in improving the standards of evidence synthesis: current challenges and potential solutions in systematic reviews

Martinou, E., & Angelidi, A. M. (2022) · F1000Research · doi:10.12688/f1000research.127179.1 · Cited by 1

Big Brain Data Initiatives in Universiti Sains Malaysia: Data Stewardship to Data Repository and Data Sharing

Hamzah, N., Malim, N. H. A. H., Abdullah, J. M., Sumari, P., Mokhtar, A. M., Rosli, S. N. S., Ibrahim, S. A. S., & Idris, Z. (2023) · Neuroinformatics · doi:10.1007/s12021-023-09637-3 · Cited by 1

Suggested Principles for Sex and Gender Data in Ophthalmology Clinical Trials

Hicks, P. M., Newman-Casey, P. A., & Woodward, M. A. (2024) · JAMA Ophthalmology · doi:10.1001/jamaophthalmol.2023.6281 · Cited by 1

Joint controllers in large research consortia: a funnel model to distinguish controllers in the sense of the GDPR from other partners in the consortium

van Veen, E.-B., Boeckhout, M., Schlünder, I., Boiten, J., & Dias, V. (2024) · Open Research Europe · doi:10.12688/openreseurope.14825.2 · Cited by 1

Electronic Health Data Categories

Cascini, F. (2025) · SpringerBriefs in public health · doi:10.1007/978-3-031-88497-9_1 · Cited by 1

Enhancing Gen3 for clinical trial time series analytics and data discovery: a data commons framework for NIH clinical trials

Adams, M. C. B., Griffin, C., Adams, H., Bryant, S. H., Hurley, R. W., & Topaloĝlu, Ü. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1570009 · Cited by 1

Democratizing AI in Healthcare with Open Medical Inference (OMI): Protocols, Data Exchange, and AI Integration

Pelka, O., Sigle, S., Werner, P., Schweizer, S. T., Iancu, A., Scherer, L., Kamzol, N. A., Eil, J. H., Apfelbacher, T., Seletkov, D., et al. (2025) · RöFo - Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren · doi:10.1055/a-2651-6653 · Cited by 1

Unveiling the knowledge of a RAFT polymerization database obtained from an automated parallel synthesizer

Ringleb, M., Köster, Y., Zechel, S., & Schubert, U. S. (2025) · Digital Discovery · doi:10.1039/d5dd00177c · Cited by 1

EFSA statement on the interpretation of FAIR principles for mechanistic effect models in the regulatory environmental risk assessment of pesticides

(EFSA), E. F. S. A., Charles, S., Focks, A., Haselman, J. T., Carnesecchi, E., Gibin, D., Ippolito, A., Linguadoca, A., & Teodorović, I. (2025) · EFSA Journal · doi:10.2903/j.efsa.2025.9741 · Cited by 1

Technology for hydro-ecology and big data for smart water management

Karunarathna, R. M. D. M., Hu, Z., Mehta, A. R., Mishra, N., Paul, M., Ranjan, R., Benoir, B. F., Yaseen, M. A., Dubey, G., Singh, V., et al. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-36394-8.00001-7 · Cited by 1

FAIRness at all costs? Practical limitations in applying the FAIR principles to plant genetic resources data

Aguilar, C. H., Oppermann, M., & Weise, S. F. (2026) · Frontiers in Plant Science · doi:10.3389/fpls.2026.1888670 · Cited by 1

Análise dos conjuntos de dados disponíveis no repositório COVID-19 Data Sharing/BR à luz dos princípios FAIR

Simões, A. R. C., dos Anjos, R. L., & Dias, G. A. (2021) · doi:10.22477/9786589167242.cap7 · Cited by 1

FAIR principles for data stewardship

(2016) · Nature Genetics · doi:10.1038/ng.3544 · Cited by 23

The FAIR Principles and Research Data Management

Wang, M., & Savard, D. (2023) · doi:10.5206/exfo3999 · Cited by 7

Introducing The FAIR Phantom: Why Data Without Stewardship Haunts Reproducibility

Kanza, S. (2025) · Zenodo (CERN European Organization for Nuclear Research) · doi:10.5281/zenodo.17522987

Cloudy, increasingly FAIR; revisiting the FAIR Data guiding principles for the European Open Science Cloud

Mons, B., Neylon, C., Velterop, J., Dumontier, M., Santos, L. O. B. D. S., & Wilkinson, M. D. (2017) · Information Services & Use · doi:10.3233/isu-170824 · Cited by 432

FAIR Principles

Initiative, G. (2016) · Arrow - TU Dublin (Technological University Dublin)