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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

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