URL: https://fairdataihub.org/impact

Impact | FAIR Data Innovations Hub
Projects
Team
Impact
Gallery
Blog
Events
Contact Us
Impact
Resources generated by the FAIR Data Innovations Hub team
Search Impact
Filters
Showing
45
results
Journal Articles
6
entries
Publicly Available Imaging Datasets for Age-related Macular Degeneration: Evaluation according to the Findable, Accessible, Interoperable, Reusable (FAIR) Principles
Open
Copy
2025
eyeact
Gim, N., Ferguson, A., Blazes, M., Soundarajan, S., Gasimova, A., Jiang, Y., Sanchez Gutiérrez, C., Zalunardo, L., Corradetti, G., Elze, T., Honda, N., Waheed, N., Cairns, A. M., C., Lee, A. Y., Sadda, S. R., Keenan, T. D. L., Patel, B., & Lee, C. S., on behalf of the Ryan Initiative For Macular Research (RIMR) Consortium. (2025). Experimental Eye Research, 110342. https://doi.org/10.1016/j.exer.2025.110342
AI-READI: rethinking AI data collection, preparation and sharing in diabetes research and beyond
Open
Copy
2024
aireadi
AI-READI Consortium. (2024). AI-READI: rethinking AI data collection, preparation and sharing in diabetes research and beyond. Nature Metabolism. https://doi.org/10.1038/s42255-024-01165-x
SODA: Software to Support the Curation and Sharing of FAIR Autonomic Nervous System Data
Open
Copy
2024
sodaforsparc
Marroquin, C., Clark, J., Portillo, D., Soundarajan, S., Ngo, T., & Patel, B. (2024). SODA: Software to Support the Curation and Sharing of FAIR Autonomic Nervous System Data. Journal of Open Source Software, 9(100), 6140, https://doi.org/10.21105/joss.06140
Making Biomedical Research Software FAIR: Actionable Step-by-step Guidelines with a User-support Tool
Open
Copy
2023
fairshare
fairbiors
Patel, B., Soundarajan, S., Ménager, H., & Hu, Z. (2023). Making Biomedical Research Software FAIR: Actionable Step-by-step Guidelines with a User-support Tool. Scientific Data, 10(1). https://doi.org/10.1038/s41597-023-02463-x
SPARClink: an interactive tool to visualize the impact of the SPARC program
Open
Copy
2022
sparclink
Soundarajan, S., Kuruppu, S., Singh, A., Kim, J., & Achalla, M. (2022). SPARClink: an interactive tool to visualize the impact of the SPARC program. F1000Research, 11, 124. https://doi.org/10.12688/f1000research.75071.1
AQUA: an Advanced QUery Architecture for the SPARC Portal
Open
Copy
2021
aqua
Shahidi, N., Lin, X., Munarko, Y., Rasmy, L., & Ngo, T. (2021). AQUA: an Advanced QUery Architecture for the SPARC Portal. F1000Research, 10, 930. https://doi.org/10.12688/f1000research.73018.1
Preprints
8
entries
Dataset Documentation for Responsible AI: Analysis of Suitability and Usage for Health Datasets
Open
Copy
2025
aireadi
Heinke, A., Huang, L., Simpkins, K. U., Kalaw, F. G. P., Karsolia, A., Singh, K., Soundarajan, S., Nebeker, C., Baxter, S. L., Lee, C. S., Lee, A. Y., & Patel, B. (2025). Dataset Documentation for Responsible AI: Analysis of Suitability and Usage for Health Datasets. bioRxiv. https://doi.org/10.1101/2025.11.18.689064
Open Data Sharing in Clinical Research and Participants Privacy: Challenges and Opportunities in the Era of Artificial Intelligence
Open
Copy
2025
aireadi
Hallaj, S., Heinke, A., Kalaw, F. G. P., Gim, N., Blazes, M., Owen, J., Dysinger, E., Benton, E. S., Cordier, B. A., Evans, N. G., Li-Pook-Than, J., Snyder, M. P., Nebeker, C., Zangwill, L. M., Baxter, S. L., McWeeney, S., Lee, C. S., Lee, A. Y., Patel, B., & on behalf of the AI-READI Consortium. (2025). Open Data Sharing in Clinical Research and Participants Privacy: Challenges and Opportunities in the Era of Artificial Intelligence. ArXiv. https://doi.org/10.48550/arXiv.2508.01140
Standards in the Preparation of Biomedical Research Metadata: A Bridge2AI Perspective
Open
Copy
2025
aireadi
Caufield, H., Ghosh, S., Kong, S. W., Parker, J., Sheffield, N., Patel, B., Williams, A., Clark, T., & Munoz-Torres, M. C. (2025). Standards in the Preparation of Biomedical Research Metadata: A Bridge2AI Perspective. arXiv. https://doi.org/10.48550/arXiv.2508.01141
AI-readiness for Biomedical Data: Bridge2AI Recommendations
Open
Copy
2024
aireadi
Clark, T., Caufield, H., Mohan, J. A., Al, S. M., Amorim, E., Eddy, J., Gim, N., ... Patel, B., Williams, A., & Munoz-Torres, M. C. (2024). AI-readiness for Biomedical Data: Bridge2AI Recommendations. BioRxiv. https://doi.org/10.1101/2024.10.23.619844
Perspective on Harnessing Large Language Models to Uncover Insights in Diabetes Wearable Data
Open
Copy
2024
aireadi
Alavi, A., Cha, K., Esfarjani, D. P., Patel, B., Than, J. L. P., Lee, A. Y., Nebeker, C., Snyder, M., & Bahmani, A. (2024). Perspective on Harnessing Large Language Models to Uncover Insights in Diabetes Wearable Data. MedRxiv. https://doi.org/10.1101/2024.07.29.24310315
Making Biomedical Research Software FAIR: Actionable Step-by-step Guidelines with a User-support Tool
Open
Copy
2022
fairshare
Patel, B., Soundarajan, S., Ménager, H., & Hu, Z. (2022). Making Biomedical Research Software FAIR: Actionable Step-by-step Guidelines with a User-support Tool. Cold Spring Harbor Laboratory. BioRxiv. https://doi.org/10.1101/2022.04.18.488694
KnowMore: An Automated Knowledge Discovery Tool for the FAIR SPARC Datasets
Open
Copy
2021
knowmore
Quey, R., Schiefer, M. A., Kiran, A., & Patel, B. (2021). KnowMore: an automated knowledge discovery tool for the FAIR SPARC datasets. Cold Spring Harbor Laboratory. BioRxiv. https://doi.org/10.1101/2021.08.08.455581
SPARC Data Structure: Rationale and Design of a FAIR Standard for Biomedical Research Data
Open
Copy
2021
sodaforsparc
Bandrowski, A., Grethe, J. S., Pilko, A., Gillespie, T., Pine, G., Patel, B., Surles-Zeigler, M., & Martone, M. E. (2021). SPARC Data Structure: Rationale and Design of a FAIR Standard for Biomedical Research Data. Cold Spring Harbor Laboratory. BioRxiv. https://doi.org/10.1101/2021.02.10.430563
Software
8
entries
Eye ACT Home Page
Open
Copy
2025
eyeact
Eye ACT Home Page (started 2025). https://github.com/EyeACT/eyeactstudy.org (Development status: Active)
Codefair
Open
Copy
2024
codefair
Codefair. (started 2024). https://github.com/fairdataihub/codefair-app (Development status: Active)
Envision Portal
Open
Copy
2024
eyeact
Envision Portal (started 2024). https://github.com/EyeACT/envision-portal (Development status: Active)
FAIRhub Data Portal
Open
Copy
2022
aireadi
FAIRhub data portal. (started 2022). https://github.com/AI-READI/fairhub-portal (Development status: Active)
FAIRhub Study Management Platform
Open
Copy
2022
aireadi
FAIRhub study management platform. (started 2022). https://github.com/AI-READI/fairhub-app (Development status: Active)
Pyfairdatatools
Open
Copy
2022
aireadi
pyfairdatatools. (started 2022). https://github.com/AI-READI/pyfairdatatools (Development status: Active)
FAIRshare
Open
Copy
2021
fairshare
FAIRshare. (started 2021). https://github.com/fairdataihub/FAIRshare (Development status: Active)
SODA (Software to Organize Data Automatically) for SPARC
Open
Copy
2019
sodaforsparc
SODA. (started 2019). https://github.com/fairdataihub/SODA-for-SPARC (Development status: Active)
Datasets
1
entry
Flagship Dataset of Type 2 Diabetes from the AI-READI Project
Open
Copy
2022
aireadi
AI-READI Consortium. (2022). Flagship Dataset of Type 2 Diabetes from the AI-READI Project (1.0.0). FAIRhub. https://doi.org/10.60775/fairhub.1
Conference Presentations
7
entries
Making Research Software Findable, Accessible, Interoperable, Reusable (FAIR) with Codefair
Open
Copy
2025
codefair
Patel, B., Portillo, D., & Soundarajan, S. (2025, October 5). Making Research Software Findable, Accessible, Interoperable, Reusable (FAIR) with Codefair. US Research Software Engineering Conference 2025 (USRSE'25), Philadelphia, PA. Zenodo. https://doi.org/10.5281/zenodo.17268745
Presenting the Actionable Guidelines for FAIR Research Software Task Force (Presentation)
Open
Copy
2025
Patel, B., Garijo, D., & Actionable FAIR4RS Task Force. (2025, October 5). Presenting the Actionable Guidelines for FAIR Research Software Task Force (Presentation). US Research Software Engineering Conference 2025 (USRSE'25), Philadelphia, PA. Zenodo. https://doi.org/10.5281/zenodo.17268673
Codefair: Make biomedical research software FAIR without breaking a sweat
Slides presented at Bioinformatics Open Source Conference (BOSC), 2024
Open
Copy
2024
codefair
Portillo, D., Soundarajan, S., Clark, J., & Patel, B. (2024). Codefair: Make biomedical research software FAIR without breaking a sweat (13:912). F1000 Research. https://doi.org/10.7490/f1000research.1119824.1
Codefair: Your Personal Assistant for Developing FAIR Software (Presentation)
Open
Copy
2024
codefair
Portillo, D., Soundarajan, S., Clark, J., & Patel, B. (2024). Codefair: Your Personal Assistant for Developing FAIR Software (Presentation) (1.0.0). Zenodo. https://zenodo.org/records/13948381
Presentation - Making FAIR Fair to the Researchers (Force11 Conference - Force2024)
Open
Copy
2024
Patel, B. (2024). Presentation - Making FAIR Fair to the Researchers (Force11 Conference - Force2024) (1.0.0). Zenodo. https://zenodo.org/records/13159874
FAIR-BioRS: Actionable guidelines for making biomedical research software FAIR
Slides presented at Intelligent Systems for Molecular Biology (ISMB) 2023 and Bioinformatics Open Source Conference (BOSC) 2023
Open
Copy
2023
fairbiors
Patel, B., Soundarajan, S., Ménager, H., & Hu, Z. (2023). FAIR-BioRS: Actionable guidelines for making biomedical research software FAIR. F1000 Research Limited. https://doi.org/10.7490/f1000research.1119609.1
Making biomedical research software findable, accessible, interoperable, reusable (FAIR) with FAIRshare
Slides presented at Intelligent Systems for Molecular Biology (ISMB) 2022 and Bioinformatics Open Source Conference (BOSC) 2022
Open
Copy
2022
fairshare
Patel, B., & Soundarajan, S. (2022). Making biomedical research software findable, accessible, interoperable, reusable (FAIR) with FAIRshare. F1000 Research Limited. https://doi.org/10.7490/F1000RESEARCH.1119055.1
Posters
7
entries
Codefair: easily make Biomedical Research Software Findable, Accessible, Interoperable, Reusable (FAIR) (Poster)
Open
Copy
2025
codefair
Portillo D, Soundarajan S and Patel B. Codefair: easily make Biomedical Research Software Findable, Accessible, Interoperable, Reusable (FAIR) [version 1; not peer reviewed]. F1000Research 2025, 14:745 (poster) (https://doi.org/10.7490/f1000research.1120251.1)
Presenting the Actionable Guidelines for FAIR Research Software Task Force (Poster)
Open
Copy
2025
Patel, B., Garijo, D., & Actionable FAIR4RS Task Force. (2025). Presenting the Actionable Guidelines for FAIR Research Software Task Force (Poster) (1.0.0). US Research Software Engineering Conference 2025 (USRSE'25), Philadelphia, PA. Zenodo. https://doi.org/10.5281/zenodo.17268692
Clinical Dataset Structure: A Universal Standard for Structuring Clinical Research Data and Metadata (Poster)
Open
Copy
2024
aireadi
Patel, B., Soundarajan, S., Gasimova, A., Gim, N., Shaffer, J., & Lee, A. (2024). Clinical Dataset Structure: A Universal Standard for Structuring Clinical Research Data and Metadata (Poster) (1.0.0). Zenodo. https://doi.org/10.5281/zenodo.13984769
Codefair - Make biomedical research software FAIR without breaking a sweat
Slides presented at Intelligent Systems for Molecular Biology (ISMB) 2023 and Bioinformatics Open Source Conference (BOSC) 2023
Open
Copy
2024
codefair
Portillo, D, Soundarajan, S, Clark, J & Patel, B. (2024). Codefair - Make biomedical research software FAIR without breaking a sweat (13:911). F1000Research. https://doi.org/10.7490/f1000research.1119823.1
Codefair - Your Personal Assistant for Developing FAIR Software (Poster)
Open
Copy
2024
codefair
Portillo, D, Soundarajan, S, Clark, J & Patel, B. (2024). Codefair - Your Personal Assistant for Developing FAIR Software (Poster) (1.0.0). Zenodo. https://zenodo.org/records/13948350
FAIR-BioRS: Actionable guidelines for making biomedical research software FAIR
Poster presented at Intelligent Systems for Molecular Biology (ISMB) 2023 and Bioinformatics Open Source Conference (BOSC) 2023
Open
Copy
2023
fairbiors
Patel, B., Soundarajan, S., Ménager, H., & Hu, Z. (2023). FAIR-BioRS: Actionable guidelines for making biomedical research software FAIR. F1000 Research Limited. https://doi.org/10.7490/f1000research.1119608.1
Making biomedical research software FAIR with FAIRshare
Poster presented at Intelligent Systems for Molecular Biology (ISMB) 2022 and Bioinformatics Open Source Conference (BOSC) 2022
Open
Copy
2022
fairshare
Patel, B., & Soundarajan, S. (2022). Making biomedical research software FAIR with FAIRshare. F1000 Research Limited. https://doi.org/10.7490/F1000RESEARCH.1119054.1
Webinars/Lectures
2
entries
Introduction to AI-READI, Studying Salutogenesis in T2DM (Bridge2AI Lecture Series)
Open
Copy
2024
aireadi
Lee, C., Patel, B., & Baxter, S. (2024). Introduction to AI-READI, Studying Salutogenesis in T2DM (Bridge2AI Lecture Series) (1.0.0). Zenodo. https://doi.org/10.5281/zenodo.13984755
Introduction to AI-READI, Studying Salutogenesis in T2DM (dkNET Presentation)
Open
Copy
2024
aireadi
Lee, C., Patel, B., & Baxter, S. (2024). Introduction to AI-READI, Studying Salutogenesis in T2DM (dkNET Presentation) (1.0.0). Zenodo. https://doi.org/10.5281/zenodo.13984710
Reports
4
entries
AI-READI Code of Conduct
Open
Copy
2024
aireadi
Lee, A., Owen, J., Patel, B., Nebeker, C., Lee, C., Zangwill, L., Hurst, S., Singer, S., Li-Pook-Than, J., & Matthews, D. (2024). AI-READI Code of Conduct (2.0). Zenodo. https://zenodo.org/records/13328255
License terms for reusing the AI-READI dataset
Open
Copy
2024
aireadi
Contreras, J., Evans, B., Hurst, S., Patel, B., Mcweeney, S., Lee, C., & Lee, A. (2024). License terms for reusing the AI-READI dataset (1.0). Zenodo. https://doi.org/10.5281/zenodo.10642459
AI-READI Steering Committee Charter
Open
Copy
2023
aireadi
Lee, A., Owen, J., Patel, B., Nebeker, C., Lee, C., Zangwill, L., Hurst, S., & Singer, S. (2023). AI-READI Steering Committee Charter (1.0). Zenodo. https://doi.org/10.5281/zenodo.7641684
Software Development Best Practices of the AI-READI Project
Open
Copy
2022
aireadi
Patel, B., Soundarajan, S., McWeeney, S., Cordier, B. A., & Benton, E. S. (2022). Software Development Best Practices of the AI-READI Project (v1.0.0). Zenodo. https://doi.org/10.5281/zenodo.7363102
Web Articles
1
entry
Sharing is Caring - Making SPARC data FAIR with SODA
Open
Copy
2021
sodaforsparc
SPARC Data Structure: Rationale and Design of a FAIR Standard for Biomedical Research Data. (2021). SPARC. https://sparc.science/news-and-events/community-spotlight/success-stories/sharing-is-caring-making-sparc-data-fair-with-soda
