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 3 Comparative performance of ChatGPT and GPT-4 in case reports on renal transplantation, detailing agreement levels by task type
Ref.
Question number
Task
Performance, ChatGPT/GPT-4
Physicians course of action/ground truth
Agreement status, ChatGPT/GPT-4
Alharbi et al[21]1Provide a list of suitable antibiotics for pseudomonas aeruginosa urinary tract infection.Provided a list of suitable antibiotics including the one used by physicians (meropenem)/provided a list of suitable antibiotics including the one used by physicians (meropenem)Meropenem was administratedA/A
2Suggest the next diagnostic test(s) needed for the patientSuggested a renal ultrasound and a stool culture/suggested a renal ultrasound, abdominal CT, blood cultures, and a stool cultureAbdominal ultrasound and abdominal CT scan were conductedPA/A
3Identify the most probable diagnosis for the patient Renal allograft malignancy/renal allograft malignancyEosinophilic chromophobe renal cell carcinoma was confirmed by the histopathological examination of the graftA/A
Rubin et al[22]4Provide a DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisCMV viremiaA/A
5Provide the most likely diagnosis for the patientPost-influenza bacterial pneumonia/CMV reactivationCMV viremia was demonstrated by antigenemia and PCR assayD/A
6Suggest treatment for the patientSuggested ganciclovir, valganciclovir, foscarnet, and cidofovir (most preferable ganciclovir or valganciclovir)/suggested ganciclovir, valganciclovir, foscarnet, and cidofovir (most preferable ganciclovir or valganciclovir)Intravenous ganciclovir followed by oral valganciclovir at a dose of 900 mg/day was administeredA/A
Molina-Andújar et al[23]7Provide a DD for the patientProvided a DD that included the final diagnosis/ Provided a DD that included the final diagnosisAcute post-infectious glomerulonephritisA/A
8Provide the most likely diagnosis for the patientAcute post-infectious glomerulonephritis/acute post-infectious glomerulonephritisAcute post-infectious glomerulonephritisA/A
Baker et al[24]9Provide the next step patient’s managementSuggested hemodynamic stabilization with transfusion of blood products and bleeding control including surgical intervention, if necessary, followed by continuous monitoring/Suggested hemodynamic stabilization with transfusion of blood products and surgical exploration if bleeding if suspected to be within the surgical site. Suggested medication reevaluation focus on anticoagulants, prophylactic treatment for infection prevention and continuous monitoring. The patient was taken back to theatre for exploration where ligation of the bleeding artery, removal of blood clots and blood transfusion took place. Postoperative monitoring was performedA/A
10Suggest the next diagnostic test needed for the patientSuggested an abdominal CT scan or an ultrasound/suggested imaging such as abdominal CT with contrast, an ultrasound or an angiogram is performed. Suggested evaluating the patient with new laboratory tests and for the need of re-explorationAn urgent CT angiogram was performedPA/A
11Provide a DD for the bleedingProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisBleeding from a small branch of the renal arteryA/A
12Provide the most likely diagnosis for the patientFailure or dislodgement of a surgical clip: Bleeding from a small branch of the renal artery where a surgical clip had come off during the re-exploration surgery/Failure or dislodgement of a surgical clip: Bleeding from a small branch of the renal artery where a surgical clip had come off during the re-exploration surgeryBleeding was noticed from a small branch of the renal arteryA/A
Gewehr et al[25]13Provide a DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisFungal infectionA/A
14Provide the most likely diagnosis for the patientFungal Infection/fungal Infection, and specifically sporotrichosisFungal Infection (sporotrichosis)A/A
Vassallo et al[26] 15Provide a DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisActive hepatitis E virus infectionA/A
16Provide the most likely diagnosis for the patientNAFLD/NAFLD or drug inducedActive hepatitis E virus infectionD/D
17Suggest the next diagnostic test needed for the patientSuggested liver biopsy along with further imaging and laboratory investigations/suggested liver biopsy along with further imaging and laboratory investigationsLiver biopsyA/A
18Suggest the next diagnostic test needed for the patient after the biopsy resultsSuggested extensive viral serologic tests, PCR for suspected viruses, immunostaining of liver biopsy, and continuous monitoring of liver function/suggested extensive viral serologic tests, PCR for suspected viruses, immunostaining of liver biopsy, and continuous monitoring of liver functionA more extensive viral screen was conductedA/A
Olsen et al[27]19Provide a DD for the patientProvided a DD that included the final diagnosis/provided a DD that included the final diagnosisEpstein-Barr virus-negative, diffuse, large B-cell lymphomaA/A
20Provide the most likely diagnosis for the patientSuggested that infectious aetiologies such as disseminated tuberculosis or fungal infections are more likely. It implied that diagnosis is difficult without further diagnostic investigations/determined as PTLD as the most likely diagnosis followed by infectious aetiologiesEpstein-Barr virus-negative, diffuse, large B cell lymphomaD/A
21Suggest the next diagnostic test needed for the patientSuggested sputum and/or BAL cultures, Mantoux test or IGRA, Blood tests, further imaging and laboratory tests, and lung biopsy/suggested liver biopsy, sputum and/or BAL cultures, Mantoux test or IGRA, Blood tests, further imaging and laboratory tests, and lung biopsyBiopsy from one of the liver lesionsD/A
Allam et al[28]22Suggest the next diagnostic test needed for the patientSuggested a kidney biopsy/suggested a kidney biopsy and further laboratory testsTransplant biopsy was performedA/A
23Provide a DD for the patientProvided a DD that did not include the final diagnosis/provided a DD including vascular complications such as vein stenosisBiopsy-induced arteriovenous fistula and venous stenosisD/PA
24Suggest treatment for the patientSuggested intervention to address the arteriovenous fistula and stenosis of the main renal vein (embolization, angioplasty, stenting)/suggested intervention to address the arteriovenous fistula and stenosis of the main renal vein (embolization, angioplasty, stenting)Embolization of fistula (coil occlusion)A/A
Subramanian et al[29]25Provide a DD for the patientProvided a DD that did not include the final diagnosis/provided a DD that included the final diagnosisA small basal ganglia infarct and an infarct of the spinal cord was foundD/A
26Provide the most likely diagnosis for the patientSuggested ischemic injury or infarction of the spinal cord/suggested spinal cord ischemia or infarctionA small basal ganglia infarct and an infarct of the spinal cord was foundA/A
27Suggest the next diagnostic test needed for the patientSuggested spine MRI, NCS and EMG to assess peripheral nerves and muscles, lumbar puncture if infections suspected, and transplant biopsy if rejection or ischemia is suspected/suggested spine MRI-MRA, neurond physiological studies (SSEP, NCS and EMG), lumbar puncture if infections suspectedA CTAP, and spine/brain MRI were performed PA/PA
Ainsworth et al[30]28Provide a DD for the patientProvided a DD that included immune-mediated hemolysis but did not specifically include PLS/provided a DD that included the final diagnosisPLSPA/A
29Provide the most likely diagnosis for the patientSuggested hemolysis due to mismatched blood type of the donor/suggested PLSPLSD/A