Jin Ge, MD, MBA

Title(s)Assistant Professor, Medicine
SchoolSchool of Medicine
Address513 Parnassus Avenue, MSB, #357B
San Francisco CA 94143
Phone415-476-1529
PronounsHe/Him/His
ORCID ORCID Icon0000-0003-1574-1525 Additional info
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    Collapse Biography 
    Collapse education and training
    Princeton University, Princeton, NJBSE2008
    University of Pennsylvania, Philadelphia, PAMD2015
    University of Pennsylvania, Philadelphia, PAMBA2015
    University of California-San Francisco, San Francisco, CAATCR2020
    Collapse awards and honors
    Asian Pacific Association for Study of the Liver (APASL)2023Best Oral Presentation at APASL 2023
    AASLD and APASL2023Young Investigator Workshop
    AASLD and AGA2022Academic Skills Workshop
    American College of Gastroenterology2021Young Physician Leadership Scholars Program
    UCSF Liver Center2021Bissell Liver Scholar Award
    AASLD2021Anna S. Lok Advanced/Transplant Hepatology Award
    American Society of Transplantation2021LICOP Pilot Grant Award
    Controversies in Transplantation Conference2020Young Investigators Forum Research Award
    University of California, San Francisco2019Division of Gastroenterology Clinical Fellow Award
    University of California, San Francisco2018Department of Medicine Rector Clinical Science Research Award
    University of California, San Francisco2017CTSI Resident Research Fellowship
    AASLD2016Emerging Liver Scholar
    University of Pennsylvania2015Palmer Scholar
    University of Pennsylvania2015Alpha Omega Alpha
    University of Pennsylvania2015Healthcare Management Academic Excellence Award
    University of Pennsylvania2013Kaiser Permanente Corporate Fellowship
    University of Pennsylvania2011Clinical Epidemiology and Biostatistics Research Fellowship
    University of Pennsylvania2010  - 2015Truman G. Schnabel and Cordelia W. Hopeman Scholarship

    Collapse Overview 
    Collapse overview
    I am a gastroenterologist and transplant hepatologist who cares for patients with liver diseases, including patients waiting for a liver transplant. My research focuses on using clinical informatics, data science and artificial intelligence to improve care for patients with complex medical issues and advanced liver disease. In particular, I hope to develop technologies that can lead to better outcomes for patients hospitalized with liver disease.

    After earning a bachelor’s degree in engineering at Princeton University, I earned my combined medical and business degrees at the Perelman School of Medicine and the Wharton School at the University of Pennsylvania. I completed a residency in internal medicine and fellowships in gastroenterology and transplant hepatology at UCSF. While at UCSF, I also completed a certificate program in advanced clinical research training, with a focus on data science. I am a faculty member in the Division of Gastroenterology and Hepatology in the UCSF Department of Medicine, an affiliate faculty in the UCSF Bakar Computational Health Sciences Institute, and an affiliate faculty in the UCSF-UC Berkeley Joint Program in Computational Precision Health.

    Collapse ORNG Applications 
    Collapse Clinical Trials

    Collapse Bibliographic 
    Collapse selected publications
    Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Researchers can login to make corrections and additions, or contact us for help. to make corrections and additions.
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    Altmetrics Details 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. Characterizing practice variations in the care of hospitalized patients with cirrhosis across the University of California Health. Liver Transpl. 2025 Apr 26. Ge J, Lee A, Gologorskaya O, Far AT, Bastani A, Huang CY, Pletcher MJ, Lai JC. PMID: 40277433.
      View in: PubMed   Mentions:    Fields:    
    2. PRO AI: AI-augmented allocation is in our future-We should invest the necessary resources today. Liver Transpl. 2025 Apr 22. Ge J. PMID: 40257299.
      View in: PubMed   Mentions:    Fields:    
    3. Clinical Sentiment Analysis by Large Language Models Enhances the Prediction of Hepatorenal Syndrome in Decompensated Cirrhosis. medRxiv. 2024 Nov 13. Lai M, Fenton C, Rubin J, Huang CY, Pletcher M, Lai JC, Cullaro G, Ge J. PMID: 39606343; PMCID: PMC11601740.
      View in: PubMed   Mentions:
    4. Evaluating the positive predictive value of code-based identification of cirrhosis and its complications utilizing GPT-4. Hepatology. 2025 Jun 01; 81(6):1753-1763. Far AT, Bastani A, Lee A, Gologorskaya O, Huang CY, Pletcher MJ, Lai JC, Ge J. PMID: 39378414; PMCID: PMC11975717.
      View in: PubMed   Mentions:    Fields:    
    5. Decreasing Case Fatality Rates for Patients With Cirrhosis Infected With SARS-CoV-2: A National COVID Cohort Collaborative Study. Clin Gastroenterol Hepatol. 2025 Mar; 23(4):591-601.e2. Ge J, Far AT, Digitale JC, Pletcher MJ, Lai JC, National COVID Cohort Collaborative (N3C) Consortium. PMID: 39181420; PMCID: PMC11917370.
      View in: PubMed   Mentions:    Fields:    Translation:HumansCells
    6. Risk factors for severe outcomes of coronavirus disease 2019 through the waves of the pandemic: Comparing patients with and without solid organ transplantation. Transpl Infect Dis. 2024 Oct; 26(5):e14333. Lee SB, Dai R, French E, Anzalone JA, Olex AL, Ge J, Schissel M, Agarwal G, Vinson A, Madhira V, Mannon RB, N3C Consortium. PMID: 38980969; PMCID: PMC11502248.
      View in: PubMed   Mentions:    Fields:    Translation:HumansCellsPHPublic Health
    7. Common definitions and variables are needed for the United States to join the conversation on acute-on-chronic liver failure. Am J Transplant. 2024 Oct; 24(10):1755-1760. Ge J, Kim WR, Kwong AJ. PMID: 38977243; PMCID: PMC11439574.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    8. Reply: Refining retrieval and chunking strategies for enhanced clinical reliability of large language models in liver disease. Hepatology. 2024 Nov 01; 80(5):E69-E70. Ge J, Sun S, Owens J, Galvez V, Gologorskaya O, Lai JC, Pletcher MJ, Lai K. PMID: 38935858.
      View in: PubMed   Mentions: 1     Fields:    
    9. The association between mean arterial pressure and acute kidney injury reversal among patients with decompensated cirrhosis. Hepatology. 2025 Jan 01; 81(1):126-135. Cullaro G, Allegretti AS, Fenton C, Ge J, Patidar KR, Rubin J, Sharma A, Lai JC. PMID: 38537129; PMCID: PMC11427603.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    10. Outpatient mean arterial pressure: A potentially modifiable risk for acute kidney injury and death among patients with cirrhosis. Liver Transpl. 2024 Jul 01; 30(7):679-688. Cullaro G, Chiou SH, Fenton C, Ge J, McCulloch CE, Rubin J, Shui AM, Yao F, Lai JC. PMID: 38535488; PMCID: PMC11792088.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    11. Prompt Engineering for Generative Artificial Intelligence in Gastroenterology and Hepatology. Am J Gastroenterol. 2024 Sep 01; 119(9):1709-1713. Ge J, Chen IY, Pletcher MJ, Lai JC. PMID: 38294157; PMCID: PMC11413230.
      View in: PubMed   Mentions: 3     Fields:    
    12. Development of a liver disease-specific large language model chat interface using retrieval-augmented generation. Hepatology. 2024 Nov 01; 80(5):1158-1168. Ge J, Sun S, Owens J, Galvez V, Gologorskaya O, Lai JC, Pletcher MJ, Lai K. PMID: 38451962; PMCID: PMC11706764.
      View in: PubMed   Mentions: 20     Fields:    Translation:Humans
    13. Applying human-centered design to the construction of a cirrhosis management clinical decision support system. Hepatol Commun. 2024 03 01; 8(3). Ge J, Buenaventura A, Berrean B, Purvis J, Fontil V, Lai JC, Pletcher MJ. PMID: 38407255; PMCID: PMC10898661.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    14. A Comparison of a Large Language Model vs Manual Chart Review for the Extraction of Data Elements From the Electronic Health Record. Gastroenterology. 2024 04; 166(4):707-709.e3. Ge J, Li M, Delk MB, Lai JC. PMID: 38151192; PMCID: PMC11792087.
      View in: PubMed   Mentions: 22     Fields:    Translation:Humans
    15. Association between neighborhood-based material deprivation and liver transplant waitlist registrants demographics and mortality. Clin Transplant. 2024 01; 38(1):e15189. Cullaro G, Ge J, Lee BP, Lai JC, Wadhwani SI. PMID: 37937349; PMCID: PMC10842435.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    16. Combined heart liver transplantation in the patients with advanced liver disease and/or hepatocellular carcinoma: Why cannot liver pull the heart? Am J Transplant. 2024 Mar; 24(3):503-505. Shingina A, Bansal N, Cedars A, Chen S, Daugherty T, Emamaullee J, Ganger D, Ge J, Heller T, Hughes D, Kay J, Ortega Legaspi J, Menachem J, Montenovo M, Sack J, Reardon L, Schiano T, Simpson K, Teuteberg J, Tompkins R, Vodkin I, Wu F, Lui G, Zaidi AN, Kappus M, Hilscher M. PMID: 37839708.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    17. Associations between COVID-19 therapies and inpatient gastrointestinal bleeding: A multisite retrospective study. J Med Virol. 2023 10; 95(10):e29100. Wiedel NA, Sayles H, Larson J, Wardian JL, Hewlett A, McClay J, Ge J, Anzalone AJ, N3C consortium. PMID: 37786247; PMCID: PMC11091798.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    18. Nonselective beta-blockers may lead to stage 2 acute kidney injury and waitlist mortality in child class C cirrhosis. Hepatol Commun. 2023 10 01; 7(10). Lai M, Fenton C, Ge J, Rubin J, Lai JC, Cullaro G. PMID: 37756037; PMCID: PMC10531476.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    19. Predicting post-liver transplant outcomes in patients with acute-on-chronic liver failure using Expert-Augmented Machine Learning. Am J Transplant. 2023 12; 23(12):1908-1921. Ge J, Digitale JC, Fenton C, McCulloch CE, Lai JC, Pletcher MJ, Gennatas ED. PMID: 37652176; PMCID: PMC11018271.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    20. Clinical decision support and electronic interventions to improve care quality in chronic liver diseases and cirrhosis. Hepatology. 2025 Apr 01; 81(4):1353-1364. Ge J, Fontil V, Ackerman S, Pletcher MJ, Lai JC. PMID: 37611253; PMCID: PMC10998693.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    21. Reply: What is the actual role of decompensated cirrhosis in the breakthrough SARS-CoV-2 infection? Hepatology. 2023 10 01; 78(4):E78-E79. Ge J, Digitale JC, Pletcher MJ, Lai JC. PMID: 37459558.
      View in: PubMed   Mentions:    Fields:    Translation:HumansCellsPHPublic Health
    22. Clinical Characteristics Associated With Posttransplant Survival Among Adults 70 Years Old or Older Undergoing Liver Transplantation. J Clin Gastroenterol. 2024 May-Jun 01; 58(5):516-521. Wang M, Ge J, Ha N, Shui AM, Huang CY, Cullaro G, Lai JC. PMID: 37279205; PMCID: PMC10700658.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    23. Change in Platelet Count after Transjugular Intrahepatic Portosystemic Shunt Creation: An Advancing Liver Therapeutic Approaches (ALTA) Group Study. J Vasc Interv Radiol. 2023 08; 34(8):1364-1371. Wong RJ, Ge J, Boike J, German M, Morelli G, Spengler E, Said A, Desai A, Couri T, Paul S, Frenette C, Verna EC, Goel A, Fallon M, Thornburg B, VanWagner L, Lai JC, Kolli KP. PMID: 37100199; PMCID: PMC10998695.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    24. Artificial intelligence-based text generators in hepatology: ChatGPT is just the beginning. Hepatol Commun. 2023 04 01; 7(4). Ge J, Lai JC. PMID: 36972383; PMCID: PMC10043591.
      View in: PubMed   Mentions: 22     Fields:    Translation:Humans
    25. Breakthrough SARS-CoV-2 infection outcomes in vaccinated patients with chronic liver disease and cirrhosis: A National COVID Cohort Collaborative study. Hepatology. 2023 03 01; 77(3):834-850. Ge J, Digitale JC, Pletcher MJ, Lai JC, N3C Consortium. PMID: 36799617; PMCID: PMC9538384.
      View in: PubMed   Mentions: 8     Fields:    Translation:HumansCellsPHPublic Health
    26. Response to: "Towards optimally replacing the current version of MELD". J Hepatol. 2023 03; 78(3):e100-e101. Ge J, Kim WR, Lai JC, Kwong AJ. PMID: 36402449.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    27. Novel approaches are needed to study social determinants of health in liver transplantation. Liver Transpl. 2023 03 01; 29(3):241-243. Ge J, Lai JC, Wadhwani SI. PMID: 35962612; PMCID: PMC10268038.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    28. "Beyond MELD" - Emerging strategies and technologies for improving mortality prediction, organ allocation and outcomes in liver transplantation. J Hepatol. 2022 06; 76(6):1318-1329. Ge J, Kim WR, Lai JC, Kwong AJ. PMID: 35589253; PMCID: PMC10286631.
      View in: PubMed   Mentions: 18     Fields:    Translation:Humans
    29. Racial/ethnic disparities in wait-list outcomes are only partly explained by socioeconomic deprivation among children awaiting liver transplantation. Hepatology. 2022 01; 75(1):115-124. Wadhwani SI, Ge J, Gottlieb L, Lyles C, Beck AF, Bucuvalas J, Neuhaus J, Kotagal U, Lai JC. PMID: 34387881; PMCID: PMC8934136.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    30. An Analysis of Free-Text Refusals as an Indicator of Readiness to Accept Organ Offers in Liver Transplantation. Hepatol Commun. 2022 05; 6(5):1227-1235. Ge J, Ku E, Roll GR, Lai JC. PMID: 34783178; PMCID: PMC9035557.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    31. Outcomes After TIPS for Ascites and Variceal Bleeding in a Contemporary Era-An ALTA Group Study. Am J Gastroenterol. 2021 10 01; 116(10):2079-2088. Boike JR, Mazumder NR, Kolli KP, Ge J, German M, Jest N, Morelli G, Spengler E, Said A, Lai JC, Desai AP, Couri T, Paul S, Frenette C, Verna EC, Rahim U, Goel A, Gregory D, Thornburg B, VanWagner LB, Advancing Liver Therapeutic Approaches (ALTA) Study Group. PMID: 34158464; PMCID: PMC8822954.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    32. Outcomes of SARS-CoV-2 Infection in Patients With Chronic Liver Disease and Cirrhosis: A National COVID Cohort Collaborative Study. Gastroenterology. 2021 11; 161(5):1487-1501.e5. Ge J, Pletcher MJ, Lai JC, N3C Consortium. PMID: 34284037; PMCID: PMC8286237.
      View in: PubMed   Mentions: 66     Fields:    Translation:HumansCells
    33. A Methodology to Generate Longitudinally Updated Acute-On-Chronic Liver Failure Prognostication Scores From Electronic Health Record Data. Hepatol Commun. 2021 Jun; 5(6):1069-1080. Ge J, Najafi N, Zhao W, Somsouk M, Fang M, Lai JC. PMID: 34141990; PMCID: PMC8183167.
      View in: PubMed   Mentions: 3     Fields:    
    34. Implementing a Height-Based Rule for the Allocation of Pediatric Donor Livers to Adults: A Liver Simulated Allocation Model Study. Liver Transpl. 2021 07; 27(7):1058-1060. Ge J, Wood N, Segev DL, Lai JC, Gentry S. PMID: 33459499; PMCID: PMC8273072.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    35. Nonalcoholic Fatty Liver Disease and Diabetes Mellitus Are Associated With Post-Transjugular Intrahepatic Portosystemic Shunt Renal Dysfunction: An Advancing Liver Therapeutic Approaches Group Study. Liver Transpl. 2021 02; 27(3):329-340. Ge J, Lai JC, Boike JR, German M, Jest N, Morelli G, Spengler E, Said A, Lee A, Hristov A, Desai AP, Junna S, Pokhrel B, Couri T, Paul S, Frenette C, Christian-Miller N, Laurito M, Verna EC, Rahim U, Goel A, Das A, Pine S, Gregory D, VanWagner LB, Kolli KP, Advancing Liver Therapeutic Approaches (ALTA) Study Group. PMID: 33217178; PMCID: PMC8053375.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    36. Identifying an Optimal Liver Frailty Index Cutoff to Predict Waitlist Mortality in Liver Transplant Candidates. Hepatology. 2021 03; 73(3):1132-1139. Kardashian A, Ge J, McCulloch CE, Kappus MR, Dunn MA, Duarte-Rojo A, Volk ML, Rahimi RS, Verna EC, Ganger DR, Ladner D, Dodge JL, Boyarsky B, McAdams-DeMarco M, Segev DL, Lai JC. PMID: 32491208; PMCID: PMC7710552.
      View in: PubMed   Mentions: 29     Fields:    Translation:Humans
    37. Provider Attitudes Toward Risk-Based Hepatocellular Carcinoma Surveillance in Patients With Cirrhosis in the United States. Clin Gastroenterol Hepatol. 2022 01; 20(1):183-193. Kim NJ, Rozenberg-Ben-Dror K, Jacob DA, Rich NE, Singal AG, Aby ES, Yang JD, Nguyen V, Pillai A, Fuchs M, Moon AM, Shroff H, Agarwal PD, Perumalswami P, Chandna S, Zhou K, Patel YA, Latt NL, Wong R, Duarte-Rojo A, Lindenmeyer CC, Frenette C, Ge J, Mehta N, Yao F, Benhammou JN, Bloom PP, Leise M, Kim HS, Levy C, Barnard A, Khalili M, Ioannou GN. PMID: 32927050; PMCID: PMC8657369.
      View in: PubMed   Mentions: 13     Fields:    Translation:Humans
    38. Women who undergo liver transplant have longer length of stay post-transplant compared with men. Liver Int. 2020 07; 40(7):1725-1735. Rubin JB, Cullaro G, Ge J, Lai JC. PMID: 32412164; PMCID: PMC7968877.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    39. Split liver transplantation is utilized infrequently and concentrated at few transplant centers in the United States. Am J Transplant. 2020 04; 20(4):1116-1124. Ge J, Perito ER, Bucuvalas J, Gilroy R, Hsu EK, Roberts JP, Lai JC. PMID: 31705730; PMCID: PMC7103556.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    40. Identifying a clinically relevant cutoff for height that is associated with a higher risk of waitlist mortality in liver transplant candidates. Am J Transplant. 2020 03; 20(3):852-854. Ge J, Lai JC. PMID: 31597006; PMCID: PMC7042034.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    41. Split-Liver Allocation: An Underused Opportunity to Expand Access to Liver Transplantation. Liver Transpl. 2019 05; 25(5):690-691. Ge J, Lai JC. PMID: 30920162.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    42. Deceased Pediatric Donor Livers: How Current Policy Drives Allocation and Transplantation. Hepatology. 2019 03; 69(3):1231-1241. Ge J, Hsu EK, Bucuvalas J, Lai JC. PMID: 30281806; PMCID: PMC6881175.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    43. Receipt of a pediatric liver offer as the first offer reduces waitlist mortality for adult women. Hepatology. 2018 09; 68(3):1101-1110. Ge J, Gilroy R, Lai JC. PMID: 29604217; PMCID: PMC6445636.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    44. A2 liver transplantation across the ABO barrier: Increasing options in the donor pool? Clin Liver Dis (Hoboken). 2017 Dec; 10(6):135-138. Ge J, Roberts JP, Lai JC. PMID: 30992773; PMCID: PMC6467123.
      View in: PubMed   Mentions: 1  
    45. Race/ethnicity is associated with ABO-nonidentical liver transplantation in the United States. Clin Transplant. 2017 08; 31(8). Ge J, Roberts JP, Lai JC. PMID: 28517242; PMCID: PMC5936636.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    46. A Patient With Hypertrophic Cardiomyopathy Presenting in Cardiac Arrest. JAMA Intern Med. 2017 04 01; 177(4):573-574. Ge J, Goldschlager N. PMID: 28166323.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    47. Alternating QRS Complex Morphologic Characteristics in a Man Presenting With Scrotal Edema. JAMA Intern Med. 2017 01 01; 177(1):120-122. Ge J, Groh C, Goldschlager N. PMID: 27893890.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    48. Pemetrexed-induced radiation recall dermatitis in a patient with lung adenocarcinoma: case report and literature review. J Thorac Dis. 2016 Dec; 8(12):E1589-E1593. Ge J, Verma V, Hollander A, Langer C, Simone CB. PMID: 28149588; PMCID: PMC5227242.
      View in: PubMed   Mentions: 3  
    49. Role of PET/CT in Evaluating for Occult Gram-Positive Bacteremia. J Gen Intern Med. 2017 04; 32(4):485. Ge J, Kiet T. PMID: 27798783; PMCID: PMC5377879.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    50. Patient-physician communication about complementary and alternative medicine in a radiation oncology setting. Int J Radiat Oncol Biol Phys. 2013 Jan 01; 85(1):e1-6. Ge J, Fishman J, Vapiwala N, Li SQ, Desai K, Xie SX, Mao JJ. PMID: 23040545; PMCID: PMC3677204.
      View in: PubMed   Mentions: 18     Fields:    Translation:Humans
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