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

Aidan Gilson

Massachusetts Eye and Ear Infirmary

ORCID: 0000-0002-4770-4705

Also affiliated with Yale University

MedicineComputer Science

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 5%percentile
0.525Author DataRank

Indexed papers

2in 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 2 indexed papers 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.

Computational phenotypes for patients with opioid-related disorders presenting to the emergency department

PLoS ONE(2023)10.1371/journal.pone.0291572
Top 44%
0.421DataRank
Top 44%8 citations

Aidan Gilson, Wade L. Schulz, Kevin Lopez, Patrick Young, Sameer Pandya +5 more

Papers

Driven by 14 papers — median percentile 39. Top paper: “Benchmarking large language models for biomedical natural language processing applications and recommendations”.

Benchmarking large language models for biomedical natural language processing applications and recommendations

Nature Communications(2025)10.1038/s41467-025-56989-2
N/A
2.5DataRank · unranked
139 citations

Yan Hu, Xueqing Peng, Qianqian Xie, Qiao Jin, Aidan Gilson +16 more

The Role of Large Language Models in Medical Education: Applications and Implications

JMIR Medical Education(2023)10.2196/50945
N/A
0.819DataRank · unranked
234 citations

Anne Elizabeth Sidamon‐Eristoff, Aidan Gilson, David Chartash, Conrad Safranek

Computational phenotypes for patients with opioid-related disorders presenting to the emergency department

PLoS ONE(2023)10.1371/journal.pone.0291572
Top 44%
0.421DataRank
Top 44%8 citations

Aidan Gilson, Wade L. Schulz, Kevin Lopez, Patrick Young, Sameer Pandya +5 more

BEnchmarking Large Language Models for Ophthalmology (BELO): An Expert-Curated Data Set and Evaluation Framework for Knowledge and Reasoning

Ophthalmology Science(2025)10.1016/j.xops.2025.101050
Top 78%
0.104DataRank
Top 78%1 citations

Xuguang Ai, Thaddaeus Wai Soon Lo, Aidan Gilson, Minjie Zou, Ke Zou +27 more

Disparity in Medicare Reimbursement Between Female and Male Vitreoretinal Surgeons

Journal of VitreoRetinal Diseases(2023)10.1177/24741264231215532
N/A
0.104DataRank · unranked
1 citations

Ron A. Adelman, Aidan Gilson

MedCalc-Bench: Evaluating Large Language Models for Medical Calculations

arXiv (Cornell University)(2024)10.52202/079017-2690
N/A
0DataRank · unranked
6 citations

Qiao Jin, Guangzhi Xiong, S.M. Dunn, Serina Applebaum, Zain Anwar +12 more

Enhancing Large Language Models with Domain-specific Retrieval Augment Generation: A Case Study on Long-form Consumer Health Question Answering in Ophthalmology

arXiv (Cornell University)(2024)10.48550/arxiv.2409.13902
N/A
0DataRank · unranked
6 citations

X. C. Ai, Thilaka Arunachalam, Chen, Ziyou, Ki Xiong Cheong, Amisha Dave +17 more

Entry-level guide to the use of large language models for medical research

PubMed(2024)10.48550/arxiv.2410.18856
N/A
0DataRank · unranked
2 citations

Nicholas Wan, Robert Leaman, Shubo Tian, Zhizheng Wang, Yifan Yang +18 more

How Does ChatGPT Perform on the Medical Licensing Exams? The Implications of Large Language Models for Medical Education and Knowledge Assessment

medRxiv(2022)10.1101/2022.12.23.22283901
N/A
0DataRank · unranked
173 citations

Conrad Safranek, Thomas Huang, Vimig Socrates, Ling Chi, Richard A. Taylor +2 more

Rethinking Retrieval-Augmented Generation for Medicine: A Large-Scale, Systematic Expert Evaluation and Practical Insights

arXiv (Cornell University)(2025)10.48550/arxiv.2511.06738
N/A
0DataRank · unranked
1 citations

Jiwoong Sohn, Aidan Gilson, Nicholas Cochran-Caggiano, Serina Applebaum, Jin, Heeju +22 more

Predicting relations between SOAP note sections: The value of incorporating a clinical information model

Journal of Biomedical Informatics(2023)10.1016/j.jbi.2023.104360
N/A
0DataRank · unranked
7 citations

Aidan Gilson, Kevin Lopez, Ling Chi, Richard A. Taylor, David Chartash +1 more

Dementia risk analysis using temporal event modeling on a large real-world dataset

Scientific Reports(2023)10.1038/s41598-023-49330-8
N/A
0DataRank · unranked
7 citations

Aidan Gilson, Ling Chi, Adrian D. Haimovich, Anna Crawford, Cynthia Brandt +6 more

Patterns of care partner communication for persons living with dementia in the emergency department

Journal of Geriatric Emergency Medicine(2023)10.17294/2694-4715.1043
N/A
0DataRank · unranked
2 citations

Aidan Gilson, Evangeline Gao, Ling Chi, Cameron J. Gettel, Mara A. Schonberg +3 more

Ophthalmic care may not align with patient need: An analysis on state-wide patient needs and provider density between 2008 and 2022

International Journal of Medical Informatics(2024)10.1016/j.ijmedinf.2024.105411
N/A
0DataRank · unranked
1 citations

Qingyu Chen, Ron A. Adelman, Aidan Gilson