RB
Robyn Ball
CTgeneticsMachine LearningArtificial Intelligencecs.CVDeep LearningTomography, X-Ray Computedeess.IVFeature DetectionHead/Neck
On Valency
published · living versionsW_xe24gwhn·v1 · currentpublished
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison
with Jeremy Irvin, Pranav Rajpurkar, Michael Ko, Yifan Yu +15
1 version
Preprints & journals
64 papers in the corpus · 2012–2026The RSNA Intracranial Aneurysm (RSNA-ICA) Dataset2610.01135v2 · Maria Correia de Verdier, Rachit Saluja, Jason Sho et al.2026 · 0 citationsarXiv
CellMAGE: cell-type deconvolution for multi-parent population analysis of gene expression.42818711 · Ball, Robyn L, Klein, Alyssa, Auth, Ashley A et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Data-driven prioritization of mouse strains for improved preclinical modeling of rare and common disease.42094503 · Ball, Robyn L, Klein, Alyssa, Gerring, Matthew W et al.2026 · 1 citationbioRxiv : the preprint server for biology. 2026
The RSNA Lumbar Degenerative Imaging Spine Classification (LumbarDISC) Dataset.41532835 · Richards, Tyler J, Flanders, Adam E, Colak, Errol et al.2026 · 3 citationsRadiology. Artificial intelligence. 2026;8(2):e250480
A shared genetic regulator of metabolism and addiction-related behavior in mice and humans.41509499 · Bubier, Jason A, Saul, Michael C, Fisher, Heidi S et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
A multi-agent large language model framework to automatically assess performance of a clinical AI Triage tool.42245913 · Flanders, Adam E, Peng, Yifan, Prevedello, Luciano et al.2026 · 2 citationsnpj health systems. 2026;3
Behavioral variation across multiple phases of intravenous cocaine self-administration among genetically diverse mouse populations.40952452 · Dickson, Price E, Datta, Udita, Wilcox, Troy D et al.2026 · 4 citationsPsychopharmacology. 2026;243(6):1513-1528
Performance of Algorithms Submitted in the 2023 RSNA Screening Mammography Breast Cancer Detection AI Challenge.40793948 · Chen, Yan, Partridge, George J W, Vazirabad, Maryam et al.2025 · 8 citationsRadiology. 2025;316(2):e241447
MIDRC mRALE Mastermind Grand Challenge: AI to predict COVID severity on chest radiographs.40276098 · Armato, Samuel G, Drukker, Karen, Hadjiiski, Lubomir et al.2026 · 1 citationJournal of medical imaging (Bellingham, Wash.). 2025;12(2):024505
Machine Learning to Detect Cervical Spine Fractures Missed by Radiologists on CT: Analysis Using Seven Award-Winning Models From the 2022 RSNA Cervical Spine Fracture AI Challenge.39772578 · Chen, Yingming Amy, Hu, Zixuan, Shek, Kevin D et al.2025 · 7 citationsAJR. American journal of roentgenology. 2025;224(3):e2432076
RSNA 2023 Abdominal Trauma AI Challenge: Review and Outcomes.39503604 · Hermans, Sebastiaan, Hu, Zixuan, Ball, Robyn L et al.2025 · 6 citationsRadiology. Artificial intelligence. 2025;7(1):e240334
Assessing the Performance of Models from the 2022 RSNA Cervical Spine Fracture Detection Competition at a Level I Trauma Center.39298563 · Hu, Zixuan, Patel, Markand, Ball, Robyn L et al.2024 · 5 citationsRadiology. Artificial intelligence. 2024;6(6):e230550
The RSNA Abdominal Traumatic Injury CT (RATIC) Dataset.39441109 · Rudie, Jeffrey D, Lin, Hui-Ming, Ball, Robyn L et al.2024 · 15 citationsRadiology. Artificial intelligence. 2024;6(6):e240101
Lessons Learned in Building Expertly Annotated Multi-Institution Datasets and Hosting the RSNA AI Challenges.38477659 · Kitamura, Felipe C, Prevedello, Luciano M, Colak, Errol et al.2024 · 12 citationsRadiology. Artificial intelligence. 2024;6(3):e230227
Erratum for: Performance of the Winning Algorithms of the RSNA 2022 Cervical Spine Fracture Detection Challenge.38656232 · Lee, Ghee Rye, Flanders, Adam E, Richards, Tyler et al.2025 · 0 citationsRadiology. Artificial intelligence. 2024;6(3):e249002
GenomeMUSter mouse genetic variation service enables multitrait, multipopulation data integration and analysis.38290977 · Ball, Robyn L, Bogue, Molly A, Liang, Hongping et al.2024 · 18 citationsGenome research. 2024;34(1):145-159
Performance of the Winning Algorithms of the RSNA 2022 Cervical Spine Fracture Detection Challenge.38169426 · Lee, Ghee Rye, Flanders, Adam E, Richards, Tyler et al.2024 · 13 citationsRadiology. Artificial intelligence. 2024;6(1):e230256
The RSNA Cervical Spine Fracture CT Dataset.37795143 · Lin, Hui Ming, Colak, Errol, Richards, Tyler et al.2024 · 30 citationsRadiology. Artificial intelligence. 2023;5(5):e230034
Mouse phenome database: curated data repository with interactive multi-population and multi-trait analyses.37581698 · Bogue, Molly A, Ball, Robyn L, Walton, David O et al.2023 · 16 citationsMammalian genome : official journal of the International Mammalian Genome Society. 2023;34(4):509-519
GenomeMUSter mouse genetic variation service enables multi-trait, multi-population data integration and analyses.37609331 · Ball, Robyn L, Bogue, Molly A, Liang, Hongping et al.2024 · 4 citationsbioRxiv : the preprint server for biology. 2023
Variation in histone configurations correlates with gene expression across nine inbred strains of mice.37217254 · Tyler, Anna L, Spruce, Catrina, Kursawe, Romy et al.2023 · 3 citationsGenome research. 2023;33(6):857-871
A genetic locus complements resistance to Bordetella pertussis-induced histamine sensitization.36879097 · Raza, Abbas, Diehl, Sean A, Krementsov, Dimitry N et al.2023 · 2 citationsCommunications biology. 2023;6(1):244
The Ontology of Biological Attributes (OBA) - Computational Traits for the Life Sciences.36747660 · Stefancsik, Ray, Balhoff, James P, Balk, Meghan A et al.2023 · 21 citationsbioRxiv : the preprint server for biology. 2023
Correction: Macrophage Exclusion after Radiation Therapy (MERT): A First-in-Human Phase I/II Trial using a CXCR4 Inhibitor in Glioblastoma.36647675 · Thomas, Reena P, Nagpal, Seema, Iv, Michael et al.2023 · 1 citationClinical cancer research : an official journal of the American Association for Cancer Research. 2023;29(2):502
Mouse Phenome Database: towards a more FAIR-compliant and TRUST-worthy data repository and tool suite for phenotypes and genotypes.36330959 · Bogue, Molly A, Ball, Robyn L, Philip, Vivek M et al.2023 · 25 citationsNucleic acids research. 2023;51(D1):D1067-D1074
Mortality Prediction Analysis among COVID-19 Inpatients Using Clinical Variables and Deep Learning Chest Radiography Imaging Features.35894016 · Nguyen, Xuan V, Dikici, Engin, Candemir, Sema et al.2022 · 7 citationsTomography (Ann Arbor, Mich.). 2022;8(4):1791-1803
Genetic Analysis of Bphse: a Novel Gene Complementing Resistance to Bordetella pertussis-Induced Histamine Sensitization10.1101/2021.08.18.456822v1 · Teuscher, C., Raza, A., Diehl, S. A. et al.2021 · 0 citationsbioRxiv
The RSNA Pulmonary Embolism CT Dataset.33937862 · Colak, Errol, Kitamura, Felipe C, Hobbs, Stephen B et al.2023 · 108 citationsRadiology. Artificial intelligence. 2021;3(2):e200254
CheXaid: deep learning assistance for physician diagnosis of tuberculosis using chest x-rays in patients with HIV.32964138 · Rajpurkar, Pranav, O'Connell, Chloe, Schechter, Amit et al.2023 · 137 citationsNPJ digital medicine. 2020;3:115
Erratum: Construction of a Machine Learning Dataset through Collaboration: The RSNA 2019 Brain CT Hemorrhage Challenge.33939782 · Flanders, Adam E, Prevedello, Luciano M, Shih, George et al.2023 · 53 citationsRadiology. Artificial intelligence. 2020;2(4):e209002
Erratum: Author Correction: PENet-a scalable deep-learning model for automated diagnosis of pulmonary embolism using volumetric CT imaging.32793812 · Huang, Shih-Cheng, Kothari, Tanay, Banerjee, Imon et al.2020 · 12 citationsNPJ digital medicine. 2020;3:102
Electronic decision support and diarrhoeal disease guideline adherence (mHDM): a cluster randomised controlled trial.33328057 · Khan, Ashraful I, Mack, Jasmine A, Salimuzzaman, M et al.2021 · 34 citationsThe Lancet. Digital health. 2020;2(5):e250-e258
Construction of a Machine Learning Dataset through Collaboration: The RSNA 2019 Brain CT Hemorrhage Challenge.33937827 · Flanders, Adam E, Prevedello, Luciano M, Shih, George et al.2023 · 215 citationsRadiology. Artificial intelligence. 2020;2(3):e190211
PENet-a scalable deep-learning model for automated diagnosis of pulmonary embolism using volumetric CT imaging.32352039 · Huang, Shih-Cheng, Kothari, Tanay, Banerjee, Imon et al.2024 · 191 citationsNPJ digital medicine. 2020;3:61
Dose-Response Relationship Between Intracoronary Acetylcholine and Minimal Lumen Diameter in Coronary Endothelial Function Testing of Women and Men With Angina and No Obstructive Coronary Artery Disease.32279562 · Pargaonkar, Vedant S, Lee, Justin H, Chow, Eric K H et al.2020 · 23 citationsCirculation. Cardiovascular interventions. 2020;13(4):e008587
Impact of a deep learning assistant on the histopathologic classification of liver cancer.32140566 · Kiani, Amirhossein, Uyumazturk, Bora, Rajpurkar, Pranav et al.2024 · 325 citationsNPJ digital medicine. 2020;3:23
Great variability in donor heart acceptance practices across the United States.31883229 · Khush, Kiran K, Ball, Robyn L2021 · 40 citationsAmerican journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons. 2020;20(6):1582-1596
Deep Learning for the Digital Pathologic Diagnosis of Cholangiocarcinoma and Hepatocellular Carcinoma: Evaluating the Impact of a Web-based Diagnostic Assistant1911.07372v1 · Bora Uyumazturk, Amirhossein Kiani, Pranav Rajpurkar et al.2019 · 11 citationsarXiv
Macrophage Exclusion after Radiation Therapy (MERT): A First in Human Phase I/II Trial using a CXCR4 Inhibitor in Glioblastoma.31537527 · Thomas, Reena P, Nagpal, Seema, Iv, Michael et al.2020 · 105 citationsClinical cancer research : an official journal of the American Association for Cancer Research. 2019;25(23):6948-6957
Development and Performance of the Pulmonary Embolism Result Forecast Model (PERFORM) for Computed Tomography Clinical Decision Support.31390040 · Banerjee, Imon, Sofela, Miji, Yang, Jaden et al.2020 · 80 citationsJAMA network open. 2019;2(8):e198719
Asymmetric dimethylarginine predicts impaired epicardial coronary vasomotion in patients with angina in the absence of obstructive coronary artery disease.31416658 · Parikh, Rushi V, Pargaonkar, Vedant, Ball, Robyn L et al.2020 · 4 citationsInternational journal of cardiology. 2020;299:7-11
Deep Learning-Assisted Diagnosis of Cerebral Aneurysms Using the HeadXNet Model.31173130 · Park, Allison, Chute, Chris, Rajpurkar, Pranav et al.2020 · 258 citationsJAMA network open. 2019;2(6):e195600
Factors influencing infarct growth including collateral status assessed using computed tomography in acute stroke patients with large artery occlusion.31096871 · Jiang, Bin, Ball, Robyn L, Michel, Patrik et al.2020 · 39 citationsInternational journal of stroke : official journal of the International Stroke Society. 2019;14(6):603-612
A statistical approach to identify optimal inclusion criteria: An application to acute stroke clinical trials.31011658 · Ball, Robyn L, Jiang, Bin, Desai, Manisha et al.2022 · 0 citationsContemporary clinical trials communications. 2019;14:100355
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison1901.07031v1 · Jeremy Irvin, Pranav Rajpurkar, Michael Ko et al.2019 · 2,972 citationsarXivon Valency
Uncoupling of transcriptomic and cytological differentiation in mouse spermatocytes with impaired meiosis.30649999 · Fine, Alexander D, Ball, Robyn L, Fujiwara, Yasuhiro et al.2019 · 8 citationsMolecular biology of the cell. 2019;30(5):717-728
Deep-learning-assisted diagnosis for knee magnetic resonance imaging: Development and retrospective validation of MRNet.30481176 · Bien, Nicholas, Rajpurkar, Pranav, Ball, Robyn L et al.2019 · 733 citationsPLoS medicine. 2018;15(11):e1002699
Deep learning for chest radiograph diagnosis: A retrospective comparison of the CheXNeXt algorithm to practicing radiologists.30457988 · Rajpurkar, Pranav, Irvin, Jeremy, Ball, Robyn L et al.2019 · 1,447 citationsPLoS medicine. 2018;15(11):e1002686
Assessing the Relationship between Atherosclerotic Cardiovascular Disease Risk Score and Carotid Artery Imaging Findings.30357980 · Li, Ying, Zhu, Guangming, Ding, Victoria et al.2020 · 15 citationsJournal of neuroimaging : official journal of the American Society of Neuroimaging. 2019;29(1):119-125
Neuroimaging Radiological Interpretation System for Acute Traumatic Brain Injury.29665763 · Wintermark, Max, Li, Ying, Ding, Victoria Y et al.2019 · 38 citationsJournal of neurotrauma. 2018;35(22):2665-2672
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