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Pranav Rajpurkar, Ph.D.

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Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Faculty can login to make corrections and additions.
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PMC Citations indicate the number of times the publication was cited by articles in PubMed Central, and the Altmetric score represents citations in news articles and social media. (Note that publications are often cited in additional ways that are not shown here.) Fields are based on how the National Library of Medicine (NLM) classifies the publication's journal and might not represent the specific topic of the publication. Translation tags are based on the publication type and the MeSH terms NLM assigns to the publication. Some publications (especially newer ones and publications not in PubMed) might not yet be assigned Field or Translation tags.) Click a Field or Translation tag to filter the publications.
  1. Marsh P, Radif D, Rajpurkar P, Wang Z, Hariton E, Ribeiro S, Simbulan R, Kaing A, Lin W, Rajah A, Rabara F, Lungren M, Demirci U, Ng A, Rosen M. A proof of concept for a deep learning system that can aid embryologists in predicting blastocyst survival after thaw. Sci Rep. 2022 12 07; 12(1):21119. PMID: 36477633; PMCID: PMC9729222.
    Citations:    Fields:    
  2. Jin BT, Palleti R, Shi S, Ng AY, Quinn JV, Rajpurkar P, Kim D. Transfer learning enables prediction of myocardial injury from continuous single-lead electrocardiography. J Am Med Inform Assoc. 2022 10 07; 29(11):1908-1918. PMID: 35994003; PMCID: PMC9552286.
    Citations: 1     Fields:    Translation:Humans
  3. Tiu E, Talius E, Patel P, Langlotz CP, Ng AY, Rajpurkar P. Expert-level detection of pathologies from unannotated chest X-ray images via self-supervised learning. Nat Biomed Eng. 2022 12; 6(12):1399-1406. PMID: 36109605; PMCID: PMC9792370.
    Citations:    Fields:    
  4. Acosta JN, Falcone GJ, Rajpurkar P, Topol EJ. Multimodal biomedical AI. Nat Med. 2022 09; 28(9):1773-1784. PMID: 36109635.
    Citations: 4     Fields:    Translation:HumansPHPublic Health
  5. Krishnan R, Rajpurkar P, Topol EJ. Self-supervised learning in medicine and healthcare. Nat Biomed Eng. 2022 12; 6(12):1346-1352. PMID: 35953649.
    Citations: 2     Fields:    
  6. Acosta JN, Falcone GJ, Rajpurkar P. The Need for Medical Artificial Intelligence That Incorporates Prior Images. Radiology. 2022 08; 304(2):283-288. PMID: 35438563.
    Citations:    Fields:    Translation:Humans
  7. Rajpurkar P, Chen E, Banerjee O, Topol EJ. AI in health and medicine. Nat Med. 2022 01; 28(1):31-38. PMID: 35058619.
    Citations: 16     Fields:    Translation:Humans
  8. Soni PN, Shi S, Sriram PR, Ng AY, Rajpurkar P. Contrastive learning of heart and lung sounds for label-efficient diagnosis. Patterns (N Y). 2022 Jan 14; 3(1):100400. PMID: 35079716; PMCID: PMC8767307.
    Citations:    
  9. Irvin JA, Pareek A, Long J, Rajpurkar P, Eng DK, Khandwala N, Haug PJ, Jephson A, Conner KE, Gordon BH, Rodriguez F, Ng AY, Lungren MP, Dean NC. CheXED: Comparison of a Deep Learning Model to a Clinical Decision Support System for Pneumonia in the Emergency Department. J Thorac Imaging. 2022 May 01; 37(3):162-167. PMID: 34561377; PMCID: PMC8940736.
    Citations:    Fields:    Translation:Humans
  10. Hogan CA, Rajpurkar P, Sowrirajan H, Phillips NA, Le AT, Wu M, Garamani N, Sahoo MK, Wood ML, Huang C, Ng AY, Mak J, Cowan TM, Pinsky BA. Nasopharyngeal metabolomics and machine learning approach for the diagnosis of influenza. EBioMedicine. 2021 Sep; 71:103546. PMID: 34419924; PMCID: PMC8385175.
    Citations: 1     Fields:    Translation:HumansCells
  11. Hariton E, Chi EA, Chi G, Morris JR, Braatz J, Rajpurkar P, Rosen M. A machine learning algorithm can optimize the day of trigger to improve in vitro fertilization outcomes. Fertil Steril. 2021 11; 116(5):1227-1235. PMID: 34256948.
    Citations:    Fields:    Translation:Humans
  12. Chi EA, Chi G, Tsui CT, Jiang Y, Jarr K, Kulkarni CV, Zhang M, Long J, Ng AY, Rajpurkar P, Sinha SR. Development and Validation of an Artificial Intelligence System to Optimize Clinician Review of Patient Records. JAMA Netw Open. 2021 07 01; 4(7):e2117391. PMID: 34297075.
    Citations: 2     Fields:    Translation:Humans
  13. Ko M, Chen E, Agrawal A, Rajpurkar P, Avati A, Ng A, Basu S, Shah NH. Improving hospital readmission prediction using individualized utility analysis. J Biomed Inform. 2021 07; 119:103826. PMID: 34087428.
    Citations: 1     Fields:    Translation:Humans
  14. Eng D, Chute C, Khandwala N, Rajpurkar P, Long J, Shleifer S, Khalaf MH, Sandhu AT, Rodriguez F, Maron DJ, Seyyedi S, Marin D, Golub I, Budoff M, Kitamura F, Takahashi MS, Filice RW, Shah R, Mongan J, Kallianos K, Langlotz CP, Lungren MP, Ng AY, Patel BN. Automated coronary calcium scoring using deep learning with multicenter external validation. NPJ Digit Med. 2021 Jun 01; 4(1):88. PMID: 34075194; PMCID: PMC8169744.
    Citations: 5     
  15. Vrabac D, Smit A, Rojansky R, Natkunam Y, Advani RH, Ng AY, Fernandez-Pol S, Rajpurkar P. DLBCL-Morph: Morphological features computed using deep learning for an annotated digital DLBCL image set. Sci Data. 2021 05 20; 8(1):135. PMID: 34017010.
    Citations:    Fields:    Translation:HumansCells
  16. Rajpurkar P, O'Connell C, Schechter A, Asnani N, Li J, Kiani A, Ball RL, Mendelson M, Maartens G, van Hoving DJ, Griesel R, Ng AY, Boyles TH, Lungren MP. CheXaid: deep learning assistance for physician diagnosis of tuberculosis using chest x-rays in patients with HIV. NPJ Digit Med. 2020; 3:115. PMID: 32964138.
    Citations: 12     
  17. Rajpurkar P, O'Connell C, Schechter A, Asnani N, Li J, Kiani A, Ball RL, Mendelson M, Maartens G, van Hoving DJ, Griesel R, Ng AY, Boyles TH, Lungren MP. CheXaid: deep learning assistance for physician diagnosis of tuberculosis using chest x-rays in patients with HIV. NPJ Digit Med. 2020 Sep 09; 3(1):115. PMID: 34497349.
    Citations:    
  18. Huang SC, Kothari T, Banerjee I, Chute C, Ball RL, Borus N, Huang A, Patel BN, Rajpurkar P, Irvin J, Dunnmon J, Bledsoe J, Shpanskaya K, Dhaliwal A, Zamanian R, Ng AY, Lungren MP. Erratum: Author Correction: PENet-a scalable deep-learning model for automated diagnosis of pulmonary embolism using volumetric CT imaging. NPJ Digit Med. 2020; 3:102. PMID: 32793812; PMCID: PMC7387525.
    Citations: 1     
  19. Rajpurkar P, Yang J, Dass N, Vale V, Keller AS, Irvin J, Taylor Z, Basu S, Ng A, Williams LM. Evaluation of a Machine Learning Model Based on Pretreatment Symptoms and Electroencephalographic Features to Predict Outcomes of Antidepressant Treatment in Adults With Depression: A Prespecified Secondary Analysis of a Randomized Clinical Trial. JAMA Netw Open. 2020 06 01; 3(6):e206653. PMID: 32568399.
    Citations: 9     Fields:    Translation:Humans
  20. Irvin JA, Kondrich AA, Ko M, Rajpurkar P, Haghgoo B, Landon BE, Phillips RL, Petterson S, Ng AY, Basu S. Incorporating machine learning and social determinants of health indicators into prospective risk adjustment for health plan payments. BMC Public Health. 2020 May 01; 20(1):608. PMID: 32357871; PMCID: PMC7195714.
    Citations: 5     Fields:    Translation:Humans
  21. Huang SC, Kothari T, Banerjee I, Chute C, Ball RL, Borus N, Huang A, Patel BN, Rajpurkar P, Irvin J, Dunnmon J, Bledsoe J, Shpanskaya K, Dhaliwal A, Zamanian R, Ng AY, Lungren MP. PENet-a scalable deep-learning model for automated diagnosis of pulmonary embolism using volumetric CT imaging. NPJ Digit Med. 2020; 3:61. PMID: 32352039; PMCID: PMC7181770.
    Citations: 16     
  22. Rajpurkar P, Park A, Irvin J, Chute C, Bereket M, Mastrodicasa D, Langlotz CP, Lungren MP, Ng AY, Patel BN. AppendiXNet: Deep Learning for Diagnosis of Appendicitis from A Small Dataset of CT Exams Using Video Pretraining. Sci Rep. 2020 03 03; 10(1):3958. PMID: 32127625; PMCID: PMC7054445.
    Citations: 12     Fields:    Translation:Humans
  23. Kiani A, Uyumazturk B, Rajpurkar P, Wang A, Gao R, Jones E, Yu Y, Langlotz CP, Ball RL, Montine TJ, Martin BA, Berry GJ, Ozawa MG, Hazard FK, Brown RA, Chen SB, Wood M, Allard LS, Ylagan L, Ng AY, Shen J. Impact of a deep learning assistant on the histopathologic classification of liver cancer. NPJ Digit Med. 2020; 3:23. PMID: 32140566.
    Citations: 43     
  24. Patel BN, Rosenberg L, Willcox G, Baltaxe D, Lyons M, Irvin J, Rajpurkar P, Amrhein T, Gupta R, Halabi S, Langlotz C, Lo E, Mammarappallil J, Mariano AJ, Riley G, Seekins J, Shen L, Zucker E, Lungren MP. Author Correction: Human-machine partnership with artificial intelligence for chest radiograph diagnosis. NPJ Digit Med. 2019 Dec 10; 2(1):129. PMID: 33293693.
    Citations: 4     
  25. Patel BN, Rosenberg L, Willcox G, Baltaxe D, Lyons M, Irvin J, Rajpurkar P, Amrhein T, Gupta R, Halabi S, Langlotz C, Lo E, Mammarappallil J, Mariano AJ, Riley G, Seekins J, Shen L, Zucker E, Lungren MP. Erratum: Author Correction: Human-machine partnership with artificial intelligence for chest radiograph diagnosis. NPJ Digit Med. 2019; 2:129. PMID: 31840097; PMCID: PMC6904441.
    Citations:    
  26. Patel BN, Rosenberg L, Willcox G, Baltaxe D, Lyons M, Irvin J, Rajpurkar P, Amrhein T, Gupta R, Halabi S, Langlotz C, Lo E, Mammarappallil J, Mariano AJ, Riley G, Seekins J, Shen L, Zucker E, Lungren M. Human-machine partnership with artificial intelligence for chest radiograph diagnosis. NPJ Digit Med. 2019; 2:111. PMID: 31754637; PMCID: PMC6861262.
    Citations: 25     
  27. Park A, Chute C, Rajpurkar P, Lou J, Ball RL, Shpanskaya K, Jabarkheel R, Kim LH, McKenna E, Tseng J, Ni J, Wishah F, Wittber F, Hong DS, Wilson TJ, Halabi S, Basu S, Patel BN, Lungren MP, Ng AY, Yeom KW. Deep Learning-Assisted Diagnosis of Cerebral Aneurysms Using the HeadXNet Model. JAMA Netw Open. 2019 06 05; 2(6):e195600. PMID: 31173130; PMCID: PMC6563570.
    Citations: 38     Fields:    Translation:Humans
  28. Duan T, Rajpurkar P, Laird D, Ng AY, Basu S. Clinical Value of Predicting Individual Treatment Effects for Intensive Blood Pressure Therapy. Circ Cardiovasc Qual Outcomes. 2019 03; 12(3):e005010. PMID: 30857410; PMCID: PMC6756170.
    Citations: 7     Fields:    Translation:Humans
  29. Hannun AY, Rajpurkar P, Haghpanahi M, Tison GH, Bourn C, Turakhia MP, Ng AY. Publisher Correction: Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network. Nat Med. 2019 Mar; 25(3):530. PMID: 30679787; PMCID: PMC6800127.
    Citations: 4     Fields:    
  30. Hannun AY, Rajpurkar P, Haghpanahi M, Tison GH, Bourn C, Turakhia MP, Ng AY. Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network. Nat Med. 2019 01; 25(1):65-69. PMID: 30617320; PMCID: PMC6784839.
    Citations: 301     Fields:    Translation:Humans
  31. Bien N, Rajpurkar P, Ball RL, Irvin J, Park A, Jones E, Bereket M, Patel BN, Yeom KW, Shpanskaya K, Halabi S, Zucker E, Fanton G, Amanatullah DF, Beaulieu CF, Riley GM, Stewart RJ, Blankenberg FG, Larson DB, Jones RH, Langlotz CP, Ng AY, Lungren MP. Deep-learning-assisted diagnosis for knee magnetic resonance imaging: Development and retrospective validation of MRNet. PLoS Med. 2018 11; 15(11):e1002699. PMID: 30481176; PMCID: PMC6258509.
    Citations: 82     Fields:    Translation:Humans
  32. Rajpurkar P, Irvin J, Ball RL, Zhu K, Yang B, Mehta H, Duan T, Ding D, Bagul A, Langlotz CP, Patel BN, Yeom KW, Shpanskaya K, Blankenberg FG, Seekins J, Amrhein TJ, Mong DA, Halabi SS, Zucker EJ, Ng AY, Lungren MP. Deep learning for chest radiograph diagnosis: A retrospective comparison of the CheXNeXt algorithm to practicing radiologists. PLoS Med. 2018 11; 15(11):e1002686. PMID: 30457988; PMCID: PMC6245676.
    Citations: 203     Fields:    Translation:Humans
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Funded by the NIH National Center for Advancing Translational Sciences through its Clinical and Translational Science Awards Program, grant number UL1TR002541.