Observational Study
Copyright ©The Author(s) 2025.
World J Transplant. Sep 18, 2025; 15(3): 103536
Published online Sep 18, 2025. doi: 10.5500/wjt.v15.i3.103536
Table 6 Comparative performance of ChatGPT and GPT-4 in department cases on liver transplantation, detailing agreement levels by task type
Case ID
Question number
Task
Performance, ChatGPT/GPT-4
Physicians course of action/ground truth
Agreement status, ChatGPT/GPT-4
11Case presentation/provide a DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisEarly anastomotic bile leakA/A
2Provide the most probable diagnosisSuggested that a biliary complication including bile leak as the most probable diagnosis/suggested bile leak as the most probable diagnosisEarly anastomotic bile leakA/A
3Suggest a suitable diagnostic test to confirm the diagnosisSuggested considering abdominal US or CT, and MRCP/suggested considering abdominal US or CT, fluid drain analysis, and MRCPAbdominal CT and fluid drain analysis were performedPA/A
4Suggest a suitable treatment for this patientSuggested considering percutaneous drainage, ERCP, surgical intervention, and antibiotics if there are signs of infection/suggested considering as a first line less invasive treatments such as percutaneous drainage and ERCP and procced with re-exploration if those fail, while covering the patient with antibioticsAntibiotics were commenced, followed by an ERCP which did not resolve the bile leak and the patient was re-exploredA/A
25Case presentation/calculate CP score, MELD score, and MELD-sodium scoreAccurately calculated CP score and MELD score, underestimated MELD-sodium score/accurately calculated the required scoresCP score = 13, MELD score = 34, and MELD-sodium score = 37PA/A
6Patient’s pre-operative assessment findings presented/evaluate patient’s eligibility to proceed with transplantationSuggested that it’s likely that the operation was postponed or deferred until the patient's condition improved/suggested that given the findings the transplant team would have opted to delay the liver transplantation until active issues were adequately addressedTransplantation did not proceedA/A
37Case presentation/provide a DD for the patientProvided a DD that did not include the final diagnosis/provided a DD that did not include the final diagnosis PLSD/D
8Provide the most probable diagnosisSuggested acute cellular rejection as the most probable diagnosis/suggested acute hemolytic transfusion reactionPLSD/D
9Suggest treatment options for the patientSuggested high-dose of intravenous corticosteroids, other anti-rejection medications, and plasmapheresis/suggested not furtherly transfusing the patient, administer corticosteroids, and monitor the patientPatient was treated with high-dose corticosteroids, plasmapheresis, and intravenous immunoglobulinPA/D
10Given the patient’s 3-month new signs/symptoms (recurrent ascites, low-grade fever etc.), provide a new DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisPTLDA/A
11Provide the most probable diagnosisSuggested PTLD as the most probable diagnosis/suggested nephrotic syndrome as the most probable diagnosisPTLDA/D
412Case presentation/ suggest the most suitable diagnostic testBrain imaging was suggested/suggested brain imaging, EEG, and tacrolimus level testA brain CT, EEG, and tacrolimus level test were performedPA/A
13Provide a DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisPRESA/A
14Provide the most probable diagnosisSuggested PRES as the most probable diagnosis/suggested tacrolimus neurotoxicity as the most probable diagnosisPRESA/D
515Case presentation/provide DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisGVHDA/A
16Provide most probable diagnosisSuggested CMV infection as the most probable diagnosis/suggest CMV infection as the most probable diagnosisGVHDD/D
17Suggest appropriate diagnostic testsSuggested CMV testing, biopsy, and imaging studies/suggested CMV testing, imaging studies, and skin biopsyPeripheral blood flow cytometry, colonoscopy, and skin biopsy were performedPA/PA