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

Samuel G. Armato

University of Chicago

ORCID: 0000-0002-5428-7997
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 7%percentile
0.104Author 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.

MIDRC mRALE Mastermind Grand Challenge: AI to predict COVID severity on chest radiographs

Journal of Medical Imaging(2025)10.1117/1.jmi.12.2.024505
Top 78%
0.104DataRank
Top 78%1 citations

Karen Drukker, Lubomir M. Hadjiiski, Carol C. Wu, Jayashree Kalpathy-Cramer, George Shih +9 more

Papers

Driven by 15 papers — median percentile 11. Top paper: “MIDRC mRALE Mastermind Grand Challenge: AI to predict COVID severity on chest radiographs”.

MIDRC mRALE Mastermind Grand Challenge: AI to predict COVID severity on chest radiographs

Journal of Medical Imaging(2025)10.1117/1.jmi.12.2.024505
Top 78%
0.104DataRank
Top 78%1 citations

Karen Drukker, Lubomir M. Hadjiiski, Carol C. Wu, Jayashree Kalpathy-Cramer, George Shih +9 more

Prevalence of incidental germline variants detected via tumor-only mesothelioma genomic profiling

medRxiv(2022)10.1101/2022.12.06.22282680
N/A
0DataRank · unranked
0 citations

Katie Gilliam, Daniela del Gaudio, Kelsey E. McNeely, Shaili Smith, Maria Acevedo +19 more

AI in medical imaging grand challenges: translation from competition to research benefit and patient care

British Journal of Radiology(2023)10.1259/bjr.20221152
N/A
0DataRank · unranked
25 citations

Karen Drukker, Lubomir M. Hadjiiski, Samuel G. Armato

Germline Variants Incidentally Detected via Tumor-Only Genomic Profiling of Patients With Mesothelioma

JAMA Network Open(2023)10.1001/jamanetworkopen.2023.27351
N/A
0DataRank · unranked
17 citations

Katie Gilliam, Daniela del Gaudio, Kelsey E. McNeely, Shaili Smith, Maria Acevedo +20 more

Magnetic resonance imaging preprocessing and radiomic features for classification of autosomal dominant polycystic kidney disease genotype

Journal of Medical Imaging(2023)10.1117/1.jmi.10.6.064503
N/A
0DataRank · unranked
4 citations

Arlene B. Chapman, Samuel G. Armato, Linnea E. Kremer

Assessment of a deep learning model for COVID-19 classification on chest radiographs: a comparison across image acquisition techniques and clinical factors

Journal of Medical Imaging(2023)10.1117/1.jmi.10.6.064504
N/A
0DataRank · unranked
3 citations

Isabella Flerlage, Aditi Kaveti, Maryellen L. Giger, Samuel G. Armato, Mena Shenouda

Convolutional Neural Networks for Segmentation of Malignant Pleural Mesothelioma: Analysis of Probability Map Thresholds (CALGB 30901, Alliance)

PubMed(2023)10.48550/arxiv.2312.00223
N/A
0DataRank · unranked
1 citations

Eyjólfur Gudmundsson, Feng Li, Christopher M. Straus, Hedy L. Kindler, Arkadiusz Z. Dudek +5 more

Artificial intelligence in medicine: mitigating risks and maximizing benefits via quality assurance, quality control, and acceptance testing

BJR|Artificial Intelligence(2024)10.1093/bjrai/ubae003
N/A
0DataRank · unranked
38 citations

Amita Shukla‐Dave, Heang‐Ping Chan, Karen Drukker, Ravi K. Samala, Quan Chen +20 more

AI and machine learning in medical imaging: key points from development to translation

BJR|Artificial Intelligence(2024)10.1093/bjrai/ubae006
N/A
0DataRank · unranked
26 citations

Karen Drukker, Amita Shukla‐Dave, Heang‐Ping Chan, Berkman Sahiner, Nicholas Petrick +19 more

Radiomics for differentiation of somatic BAP1 mutation on CT scans of patients with pleural mesothelioma

Journal of Medical Imaging(2024)10.1117/1.jmi.11.6.064501
N/A
0DataRank · unranked
1 citations

Abbas Shaikh, I. Deutsch, Owen Mitchell, Hedy L. Kindler, Samuel G. Armato +1 more

Convolutional Neural Networks for Segmentation of Pleural Mesothelioma: Analysis of Probability Map Thresholds (CALGB 30901, Alliance)

Journal of Imaging Informatics in Medicine(2024)10.1007/s10278-024-01092-z
N/A
0DataRank · unranked
3 citations

Eyjólfur Gudmundsson, Feng Li, Christopher M. Straus, Hedy L. Kindler, Arkadiusz Z. Dudek +5 more

Implementation of a high-resolution, high-contrast magnetic resonance imaging protocol with extended delayed phases for peritoneal mesothelioma

Quantitative Imaging in Medicine and Surgery(2024)10.21037/qims-23-13
N/A
0DataRank · unranked
0 citations

Hunter D. D. Witmer, Ankit Dhiman, Yaniv Berger, Scott K. Sherman, Enal Hindi +9 more

Impact of retraining and data partitions on the generalizability of a deep learning model in the task of COVID-19 classification on chest radiographs

Journal of Medical Imaging(2024)10.1117/1.jmi.11.6.064503
Top 100%
0DataRank
Top 100%0 citations

Heather M. Whitney, Maryellen L. Giger, Samuel G. Armato, Mena Shenouda

Deep learning-based segmentation of malignant pleural mesothelioma tumor on computed tomography scans: application to scans demonstrating pleural effusion

Journal of Medical Imaging(2020)10.1117/1.jmi.7.1.012705
N/A
0DataRank · unranked
23 citations

Christopher M. Straus, Feng Li, Samuel G. Armato, Eyjólfur Gudmundsson

Machine learning evaluation of pneumonia severity: subgroup performance in the Medical Imaging and Data Resource Center modified radiographic assessment of lung edema mastermind challenge

Journal of Medical Imaging(2025)10.1117/1.jmi.12.5.054502
N/A
0DataRank · unranked
0 citations

Samuel G. Armato, Lubomir M. Hadjiiski, Judy Wawira Gichoya, Nicholas P. Gruszauskas, Jayashree Kalpathy-Cramer +7 more