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Multicriteria Optimization of Language Models for Heart Failure With Preserved Ejection Fraction Symptom Detection in Spanish Electronic Health Records: Comparative Modeling Study

Multicriteria Optimization of Language Models for Heart Failure With Preserved Ejection Fraction Symptom Detection in Spanish Electronic Health Records: Comparative Modeling Study

Excerpt from the annotation guide with some of the expressions used to label the dataset (English translation is included to facilitate reading). a ICC: insuficiencia cardiaca congestiva. b FEVI: fracción de eyección del ventrículo izquierdo. c IC: insuficiencia cardiaca. d FE: fracción de eyección. e CF: clase funcional. f EAP: edema agudo pulmonar. g NYHA: New York Heart Association. h CHF: congestive heart failure. i LVEF: left ventricular ejection fraction. j HF: heart failure. k EF: ejection fraction. l APE: acute

Jacinto Mata, Victoria Pachón, Ana Manovel, Manuel J Maña, Manuel de la Villa

J Med Internet Res 2025;27:e76433

Remote Patient Monitoring System for Polypathological Older Adults at High Risk for Hospitalization: Retrospective Cohort Study

Remote Patient Monitoring System for Polypathological Older Adults at High Risk for Hospitalization: Retrospective Cohort Study

This study follows the MR004 framework of French research methodology; it requires a CNIL (Commission Nationale de l’Informatique et des Libertés) declaration and patient consent. However, ethics committee approval—equivalent to institutional review board approval—was not required, given the retrospective nature of the data analysis.

Damien Testa, Israa Salma, Vincent Iborra, Victoire Roussel, Mireille Dutech, Etienne Minvielle, Elise Cabanes

J Med Internet Res 2025;27:e71527

Effectiveness and Cost-Effectiveness of a Mobile Psychoeducation Program (OkeyMind) for Social Anxiety Symptoms Among Youths: Protocol for a Randomized Controlled Trial

Effectiveness and Cost-Effectiveness of a Mobile Psychoeducation Program (OkeyMind) for Social Anxiety Symptoms Among Youths: Protocol for a Randomized Controlled Trial

Additionally, personally identifiable information is anonymized or de-identified wherever possible to safeguard participant privacy. Each eligible participant will receive compensation of approximately HK$ 190 (US $25) for their participation in the study. Participants will be randomized after the baseline assessment using computer-generated block randomization with a 1:1 allocation ratio within pre-established blocks of 90 participants.

Yi-Zhou Wang, De-Hui Ruth Zhou, Siu-Man Ng, Bei-Bei Wang, Yu-Ya Feng, Xue Weng

JMIR Res Protoc 2025;14:e64518