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

Iain Marshall

King's College London

ORCID: 0000-0003-2594-2654

Also affiliated with Glasgow Centre for Population Health

Environmental SciencePsychologyMedicineComputer 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 2%percentile
4.5Author DataRank

Indexed papers

3in 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 3 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.

Trialstreamer: A living, automatically updated database of clinical trial reports

Journal of the American Medical Informatics Association(2020)10.1093/jamia/ocaa163
Top 7%
3.3DataRank
Top 7%80 citations

Benjamin Nye, Joël Kuiper, Anna H Noel-Storr, Rory Maclean, Frank Soboczenski +4 more

Papers

Driven by 21 papers — median percentile 74. Top paper: “Trialstreamer: A living, automatically updated database of clinical trial reports”.

Trialstreamer: A living, automatically updated database of clinical trial reports

Journal of the American Medical Informatics Association(2020)10.1093/jamia/ocaa163
Top 7%
3.3DataRank
Top 7%80 citations

Benjamin Nye, Joël Kuiper, Anna H Noel-Storr, Rory Maclean, Frank Soboczenski +4 more

Trialstreamer: a living, automatically updated database of clinical trial reports

medRxiv(2020)10.1101/2020.05.15.20103044
Top 26%
0.779DataRank
Top 26%12 citations

Benjamin Nye, Joël Kuiper, Anna H Noel-Storr, Rory Maclean, Frank Soboczenski +4 more

State of the evidence: a survey of global disparities in clinical trials

BMJ Global Health(2021)10.1136/bmjgh-2020-004145
N/A
0.470DataRank · unranked
22 citations

Veline L’Esperance, James Thomas, Anna H Noel-Storr, Frank Soboczenski, Benjamin Nye +3 more

Appraising the Potential Uses and Harms of LLMs for Medical Systematic Reviews

(2023)10.18653/v1/2023.emnlp-main.626
N/A
0.373DataRank · unranked
11 citations

Iain Marshall, Thomas A. Trikalinos, Byron Wallace, Hye Sun Yun

Trialstreamer: Mapping and Browsing Medical Evidence in Real-Time

PubMed(2020)10.18653/v1/2020.acl-demos.9
Top 49%
0.368DataRank
Top 49%5 citations

Ani Nenkova, Iain Marshall, Byron Wallace, Benjamin Nye

Do Multi-Document Summarization Models Synthesize?

Transactions of the Association for Computational Linguistics(2024)10.1162/tacl_a_00687
N/A
0.292DataRank · unranked
6 citations

Stephanie C. Martinez, Iain Marshall, Byron Wallace, Jay DeYoung

Do Multi-Document Summarization Models Synthesize?

arXiv (Cornell University)(2023)10.48550/arxiv.2301.13844
N/A
0.208DataRank · unranked
3 citations

Stephanie C. Martinez, Iain Marshall, Byron Wallace, Jay DeYoung

Summarizing, Simplifying, and Synthesizing Medical Evidence using GPT-3 (with Varying Success)

Proceedings of the conference - Association for Computational Linguistics. Meeting(2023)10.18653/v1/2023.acl-short.119
N/A
0DataRank · unranked
38 citations

Millicent Li, Sebastian Joseph, Iain Marshall, Junyi Jessy Li, Byron Wallace +1 more

Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges

PubMed(2023)10.18653/v1/2023.eacl-demo.27
N/A
0DataRank · unranked
9 citations

J. J. McInerney, Iain Marshall, Byron Wallace, Sanjana Ramprasad

Summarizing, Simplifying, and Synthesizing Medical Evidence Using GPT-3 (with Varying Success)

arXiv (Cornell University)(2023)10.48550/arxiv.2305.06299
N/A
0DataRank · unranked
4 citations

Millicent Li, Sebastian Joseph, Iain Marshall, Junyi Jessy Li, Byron Wallace +1 more

Appraising the Potential Uses and Harms of LLMs for Medical Systematic Reviews

arXiv (Cornell University)(2023)10.48550/arxiv.2305.11828
N/A
0DataRank · unranked
3 citations

Iain Marshall, Thomas A. Trikalinos, Byron Wallace, Hye Sun Yun

Question answering systems for health professionals at the point of care—a systematic review

Journal of the American Medical Informatics Association(2024)10.1093/jamia/ocae015
N/A
0DataRank · unranked
25 citations

Angus Roberts, Serge Umansky, Linglong Qian, Davide Ferrari, Frank Soboczenski +4 more

Automatically Extracting Numerical Results from Randomized Controlled Trials with Large Language Models

arXiv (Cornell University)(2024)10.48550/arxiv.2405.01686
N/A
0DataRank · unranked
2 citations

David Pogrebitskiy, Iain Marshall, Byron Wallace, Hye Sun Yun

Question answering systems for health professionals at the point of care -- a systematic review

arXiv (Cornell University)(2024)10.48550/arxiv.2402.01700
N/A
0DataRank · unranked
1 citations

Angus Roberts, Serge Umansky, Linglong Qian, Davide Ferrari, Frank Soboczenski +4 more

Caught in the Web of Words: Do LLMs Fall for Spin in Medical Literature?

arXiv (Cornell University)(2025)10.48550/arxiv.2502.07963
N/A
0DataRank · unranked
0 citations

Karen Y C Zhang, Ramez Kouzy, Iain Marshall, Junyi Jessy Li, Byron Wallace +1 more

Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization

American Medical Informatics Association Annual Symposium(2020)10.48550/arxiv.2008.11293
N/A
0DataRank · unranked
10 citations

Sayantan Saha, Frank Soboczenski, Iain Marshall, Byron Wallace

State of the evidence: a survey of global disparities in clinical trials

medRxiv(2020)10.1101/2020.10.08.20209353
N/A
0DataRank · unranked
4 citations

Veline L’Esperence, James Thomas, Anna H Noel-Storr, Frank Soboczenski, Benjamin Nye +3 more

Cognitive Decline in Alzheimer’s Disease Is Not Associated with APOE

Journal of Alzheimer s Disease(2021)10.3233/jad-210685
N/A
0DataRank · unranked
9 citations

the Alzheimer’s Disease Neuroimaging Initiative, Ganna Leonenko, Dobril Ivanov, Alun Meggy, Iain Marshall +5 more

What Would it Take to get Biomedical QA Systems into Practice?

PubMed(2021)10.18653/v1/2021.mrqa-1.3
N/A
0DataRank · unranked
10 citations

Iain Marshall, Byron Wallace, André Jaun, Gregory Kell

Paragraph-level Simplification of Medical Texts

PubMed(2021)10.18653/v1/2021.naacl-main.395
N/A
0DataRank · unranked
0 citations

Iain Marshall, Byron Wallace, Junyi Jessy Li, Ashwin Devaraj

In a pilot study, automated real-time systematic review updates were feasible, accurate, and work-saving

Journal of Clinical Epidemiology(2022)10.1016/j.jclinepi.2022.08.013
N/A
0DataRank · unranked
24 citations

Thomas A. Trikalinos, Frank Soboczenski, Hye Sun Yun, Gregory Kell, Byron Wallace +1 more