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Clinical Performance and Communication Skills of ChatGPT Versus Physicians in Emergency Medicine: Simulated Patient Study

Clinical Performance and Communication Skills of ChatGPT Versus Physicians in Emergency Medicine: Simulated Patient Study

All statistical analyses were performed using R software, version 4.3.1 (R Core Team). The results from the CPX of Chat GPT and physicians, based on grading by the emergency medicine professor and patient survey responses, are summarized in Table 2.

ChulHyoung Park, Min Ho An, Gyubeom Hwang, Rae Woong Park, Juho An

JMIR Med Inform 2025;13:e68409

Predicting Drug–Side Effect Relationships From Parametric Knowledge Embedded in Biomedical BERT Models: Methodological Study With a Natural Language Processing Approach

Predicting Drug–Side Effect Relationships From Parametric Knowledge Embedded in Biomedical BERT Models: Methodological Study With a Natural Language Processing Approach

The relation R has the value of 1 if the drug–side effect relationship exists and 0 if it does not. SE: side effect. We collected biomedical literature from Pub Med, a biological literature database [30]. A total of 42,515,246 paper abstracts updated on December 8, 2022, were collected, and for training the Word2 Vec model, only sentences in which the drugs and side effects mentioned in SIDER were mentioned at least once were extracted [12].

Woohyuk Jeon, Minjae Park, Doyeon An, Wonshik Nam, Ju-Young Shin, Seunghee Lee, Suehyun Lee

JMIR Med Inform 2025;13:e67513