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Novel Evaluation Metric and Quantified Performance of ChatGPT-4 Patient Management Simulations for Early Clinical Education: Experimental Study

Novel Evaluation Metric and Quantified Performance of ChatGPT-4 Patient Management Simulations for Early Clinical Education: Experimental Study

“P” or green indicates a pass, and “F” or red indicates a fail for whether a simulation exhibits that characteristic. Stepwise progression in simulation is supported by the segmenting principle of multimedia learning, meaning that learning is maximized when broken into smaller units [22]. At breaks between units, the learner provides the next steps in the simulated patient’s management with reasoning.

Riley Scherr, Aidin Spina, Allen Dao, Saman Andalib, Faris F Halaseh, Sarah Blair, Warren Wiechmann, Ronald Rivera

JMIR Form Res 2025;9:e66478

Evaluation of Generative Language Models in Personalizing Medical Information: Instrument Validation Study

Evaluation of Generative Language Models in Personalizing Medical Information: Instrument Validation Study

(F) Comparison of FKGL between GPT-4 and GPT-3.5 for diabetes outputs at the high school level, analyzed with an unpaired 2-tailed t test. (G) Comparison of FKRE between GPT-4 and GPT-3.5 for diabetes outputs at the bachelor’s level, analyzed with an unpaired 2-tailed t test. (H) Comparison of FKGL between GPT-4 and GPT-3.5 for diabetes outputs at the bachelor’s level, analyzed with an unpaired 2-tailed t test. FKRE: Flesch reading ease score; FKGL: Flesch-Kincaid grade level.

Aidin Spina, Saman Andalib, Daniel Flores, Rishi Vermani, Faris F Halaseh, Ariana M Nelson

JMIR AI 2024;3:e54371

ChatGPT Interactive Medical Simulations for Early Clinical Education: Case Study

ChatGPT Interactive Medical Simulations for Early Clinical Education: Case Study

His vital signs are as follows: Heart rate: 120 bpm Blood pressure: 90/60 mm Hg Respiratory rate: 28 breaths per minute Oxygen saturation: 88% on Fi O2 of 80% Temperature: 101.5°F (38.6°C) Now, it’s time for you to make decisions on the next steps of management. What would you do? Question 1: What would be your initial action to address the patient’s hypoxemia? (Your response here) Increase Fi O2 to 100%. Increase tidal volume.  Thank you for your response.

Riley Scherr, Faris F Halaseh, Aidin Spina, Saman Andalib, Ronald Rivera

JMIR Med Educ 2023;9:e49877