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 5 Comparative performance of ChatGPT and GPT-4 in department cases on renal 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 the diagnostic tests needed to investigate refractory ascites in patient with ADPKDSuggested abdominal ultrasound, paracentesis with fluid analysis, LF tests, tumor marker tests, CT scan, serologic testing, genetic testing/ suggested paracentesis with fluid analysis, LF tests, abdominal ultrasound, CT scan, echocardiogram, and endoscopy, further evaluation for elevated markersParacentesis (ascites fluid was send for cytology, culture, TB investigation, SAAG calculation), abdominal CT, liver ultrasound, LF tests, tumor marker tests, serologic testing, echocardiogram, and endoscopyPA/A
2Provide a DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisTuberculous peritonitisA/A
3Provide the most likely diagnosis for the patientSuggested malignancy (most likely ovarian cancer) or SBP are the most likely diagnoses/suggested tuberculous peritonitis or malignancy or SBP as the most likely diagnosesTuberculous peritonitisD/A
24Case presentation/provide a differential diagnosis for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisAcute PEA/A
5Provide the most probable diagnosis for the patientSuggested myocardial infraction as the most probable diagnosis/suggested PE as the most probable diagonalAcute PED/A
6What diagnostic test is more suitable for this patientSuggested CTPA and ECG be performed/suggested CTPA, ECG, and d-dimers tests be performed CTPA was performedA/A
7What treatment do you recommend for this patient, given PE is confirmedSuggested a choice among LMWH, DOACs, and warfarin. No discrimination between short and long-term anticoagulation was made. Suggested initial anticoagulation with either LMWH or DOACs including apixaban followed by a long-term anticoagulation with either a DOAC or warfarin10 mg apixaban BD was commenced followed by 5 mg BD for 6 monthsPA/A
38Case presentation/provide a DD given the post-operative signs/symptoms of the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisPost-operative bleedingA/A
9Provide the most probable diagnosisSuggested exacerbation or progression of her underlying thrombocytopenic disorder/suggested post-transplant acute thrombotic microangiopathyPost-operative bleeding D/D
10Predict the next diagnostic test that the patient requiresSuggested coagulation studies, renal function test, peripheral blood smear, infectious testing and imaging including ultrasound and CT/suggested peripheral blood smear, LDH level, Coombs test, renal function, immunosuppressive level tests, and infection screening.Abdominal ultrasound and abdomen/pelvis CT with contrastPA/D
11Appropriate treatment given the evidence of active bleedingSuggested stabilization with intravenous fluids and blood products, surgical intervention, and close monitoring/suggested stabilization with intravenous fluids and blood products, surgical intervention, and close monitoringThe patient was transfused and was re-exploredA/A
412Case presentation/provide a DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisAcute graft thrombosis due to renal vein thrombosisA/A
13Provide the most probable diagnosisSuggested acute graft thrombosis due to either renal artery or vein thrombosis/suggested acute graft thrombosis due to renal vein thrombosisAcute graft thrombosis due to renal vein thrombosisA/A
14Provide the most suitable diagnostic testSuggested choosing among transplant duplex US, CT angiography, and renal scintigraphy/suggested choosing among transplant duplex US, CT angiography, and renal scintigraphyTransplant doppler USA/A
15Given the transplant US findings, provide the patient’s diagnosisAcute renal allograft rejection/acute renal artery thrombosis or artery stenosisRenal vein thrombosisD/D
16Given the transplant US findings, suggest a diagnostic modality that could verify diagnosisRenal biopsy/suggested CT angiographyCT angiography was performedD/A
17Suggest treatment options for the patientSuggested considering high-dose corticosteroids, antithymocyte globulin, calcineurin inhibitors, mycophenolate mofetil, basiliximab or alemtuzumab, and plasmapheresis with intravenous immunoglobulin/suggested surgical revascularizationPatient was re-exploredD/A
18Findings of reperfusion during benchwork after explanationSuggested inadequate restoration of tissue perfusion and significant vascular compromise and tissue damage/suggested extensive, vascular thrombosis with poor kidney perfusion, and evidence of parenchymal damageArtery perfusion required high pressure, kidney became turgid, swollen, and a capsular tear was seenA/A
519Case presentation/provide DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisPost-transplant obstructive LUTS due to clot retentionA/A
20Provide most probable diagnosisSuggested urinary tract obstruction most probably at the side of the anastomosis/suggested urinary tract obstruction due to blood clot formation as the most probable diagnosisPost-transplant obstructive LUTS due clot retentionPA/A
21Suggest next diagnosis test to verify the diagnosisSuggested considering transplant US, abdominal CT or renal scintigraphy/suggested transplant US as the first-line image modality. Suggested that other option include abdominal CT, MRI, and nuclear medicine scansA transplant US was performedA/A
22Given findings of US/suggest a suitable treatment option for the patientSuggested considering manual irrigation, catheter flushing, cystoscopic clot evaluation, and monitoring/suggested replacing the foley catheter to flush out smaller clots, cystoscopic clot evaluation, consider percutaneous nephrostomy, and monitoringA 3-way irrigation system was appliedPA/PA
23Despite resolved hematuria patient’s clearance did not improved/provide a DDProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisAcute kidney injury with acute tubular necrosisA/A
24Provide most probable diagnosisSuggested acute kidney injury with acute tubular necrosis as the most probable diagnosis/suggested acute kidney injury with acute tubular necrosis as the most probable diagnosisAcute kidney injury with acute tubular necrosisA/A
25Case progression update/poor renal function 3 months post-operatively provide DD for patient’s signs and symptomsProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisRecurrence of underlying diseaseA/A
26Provide most probable diagnosisSuggested chronic allograft dysfunction as the most probable diagnosis/suggested chronic allograft dysfunction and recurrence of the underlying disease as the two most probable diagnosesRecurrence of underlying diseaseD/PA