🏆 Finalist — NIH Data Sharing Index (“S-Index”) Challenge

Benjamin Collins

Vanderbilt University Medical Center

ORCID: 0000-0002-6884-3819
MedicineComputer ScienceHealth Professions

Pilot corpus only

This score is computed over theSindex pilot corpus and does not cover the full scientific literature. Scores are relative to papers we have ingested — papers, authors, and institutions outside the pilot are not represented. Methodology.

Top 7%percentile
0.104Author DataRank

Indexed papers

1in pilot corpus
datarank_citation_only_1hop_v6· scope data_onlyMethodology
Why this DataRank?

An author's DataRank is the sum of the DataRanks of all 1 indexed paper attributed to them. A prolific author with many moderate-impact papers can outrank one with a single high-impact paper.

Author scores recompute whenever paper DataRanks are refreshed, so this number lags the underlying paper scores by at most one batch run.

Read the full methodology →

Top data-sharing exemplar

The highest-impact dataset this researcher has shared, ranked by DataRank — the single contribution doing the most to lift their data-sharing standing.

Biomedical data repositories require governance for artificial intelligence/machine learning applications at every step

JAMIA Open(2025)10.1093/jamiaopen/ooaf134
Top 78%
0.104DataRank
Top 78%1 citations

Susannah Rose, Camille Nebecker, Laurie L. Novak, Yaël Bensoussan, You Chen +19 more

Papers

Driven by 10 papers — median percentile 22. Top paper: “Addressing ethical issues in healthcare artificial intelligence using a lifecycle-informed process”.

Addressing ethical issues in healthcare artificial intelligence using a lifecycle-informed process

JAMIA Open(2024)10.1093/jamiaopen/ooae108
N/A
0.442DataRank · unranked
18 citations

Jean‐Christophe Bélisle‐Pipon, Barbara J. Evans, Kadija Ferryman, Xiaoqian Jiang, Camille Nebeker +12 more

Biomedical data repositories require governance for artificial intelligence/machine learning applications at every step

JAMIA Open(2025)10.1093/jamiaopen/ooaf134
Top 78%
0.104DataRank
Top 78%1 citations

Susannah Rose, Camille Nebecker, Laurie L. Novak, Yaël Bensoussan, You Chen +19 more

Recommendations for Clinicians, Technologists, and Healthcare Organizations on the Use of Generative Artificial Intelligence in Medicine: A Position Statement from the Society of General Internal Medicine

Journal of General Internal Medicine(2024)10.1007/s11606-024-09102-0
N/A
0DataRank · unranked
19 citations

Shreya Shah, Derek Teng, P. Stephen, Matthew DeCamp, Eric I. Rosenberg +16 more

Not the Models You Are Looking For: Traditional ML Outperforms LLMs in Clinical Prediction Tasks

medRxiv(2024)10.1101/2024.12.03.24318400
N/A
0DataRank · unranked
5 citations

Chao Yan, Zhuohang Li, Xinmeng Zhang, Benjamin Collins, You Chen +5 more

Large language models are less effective at clinical prediction tasks than locally trained machine learning models

Journal of the American Medical Informatics Association(2025)10.1093/jamia/ocaf038
N/A
0DataRank · unranked
38 citations

Chao Yan, Zhuohang Li, Xinmeng Zhang, Benjamin Collins, You Chen +5 more

Ethical sourcing in the context of health data supply chain management: a value sensitive design approach

JAMIA Open(2025)10.1093/jamiaopen/ooaf101
N/A
0DataRank · unranked
6 citations

Jean‐Christophe Bélisle‐Pipon, Benjamin Collins, Ashley Cordes, Kadija Ferryman, Brian McInnis +17 more

Role and Use of Race in Artificial Intelligence and Machine Learning Models Related to Health

Journal of Medical Internet Research(2025)10.2196/73996
N/A
0DataRank · unranked
1 citations

Ang Li, Bradley Malin, Zhijun Yin, Joseph Coco, Benjamin Collins +7 more

Developing Ethics and Equity Principles, Terms, and Engagement Tools to Advance Health Equity and Researcher Diversity in AI and Machine Learning: Modified Delphi Approach

JMIR AI(2023)10.2196/52888
N/A
0DataRank · unranked
35 citations

Malaika Simmons, Shilo Anders, Kammarauche Aneni, Ellen Wright Clayton, Joseph Coco +16 more

Auditor Models to Suppress Poor AI Predictions Can Improve Human-AI Collaborative Performance

medRxiv(2025)10.1101/2025.06.24.25330212
N/A
0DataRank · unranked
0 citations

Jesse O. Wrenn, Nicholas Jackson, Michael Cauley, Benjamin Collins, Laurie L. Novak +3 more

Developing Ethics and Equity Principles, Terms, and Engagement Tools to Advance Health Equity and Researcher Diversity in AI and Machine Learning: Modified Delphi Approach (Preprint)

Maryland Shared Open Access Repository (USMAI Consortium)(2023)10.2196/preprints.52888
N/A
0DataRank · unranked
0 citations

Malaika Simmons, Shilo Anders, Kammarauche Aneni, Ellen Wright Clayton, Joseph Coco +16 more