e.g. mhealth
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The Applications of Large Language Models in Mental Health: Scoping Review
When evaluating the performance of these LLMs, most studies measured the performance of LLMs with various metrics, such as F1-score (54/95, 57%), precision (34/95, 36%), accuracy (45/95, 47%), and recall (32/95, 34%).
The number of studies mapped by country is presented in Figure 3 A (a higher resolution version of figure is also available in Multimedia Appendix 5).
J Med Internet Res 2025;27:e69284
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Thus, in this context it should be considered regarding the corresponding perceived performance and frustration when performing the task. Positive mental effort should be accompanied by high perceived performance and low frustration. To make the notion of positive mental effort operational, we return to the definition of this concept, specifying that it is part of the MWL construct.
JMIR Form Res 2025;9:e63491
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Previous studies have demonstrated that podcasts have positive effects on knowledge retention and test performance [5,6]. Multiple studies have previously been published on the effectiveness of remote learning during the COVID-19 pandemic via remote learning and web-based modules [7,8]. Most recently, 1 study aimed to measure podcast and blog utilization during the early months of the COVID-19 pandemic [9].
JMIR Med Educ 2025;11:e58100
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Model performance is based on training datasets. The incorporation of AI into traditional health care and medical education has had a substantial impact on medical practices [3]. It has accelerated diagnostic processes in radiography [4], pathology, endoscopy, and ultrasonography, has improved clinical decision-making, and has decreased the workloads of health care personnel. AI has had an impact on pharmaceutical development and management and medical education, resulting in a new paradigm [5].
JMIR Med Educ 2025;11:e58898
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However, current research shows that chatbot performance is uneven; in some areas or tasks, chatbot performance can reach more than 90% of the accuracy rate or satisfaction, and chatbot performance can even exceed that of some doctors; however, in some tasks, the answer provided is not valid or even wrong [13,14]. There are performance differences among different models, which are also affected by many factors, such as language, question type, and topic [15].
JMIR Med Inform 2025;13:e63924
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This study was conducted in 2023, comparing AI model performance against medical student performance data from March 21, 2023 (German questions) and June 16, 2023 (English questions). Error bars represent 95% CIs of the mean. Sample sizes (n) are provided for each group. AI: artificial intelligence.
JMIR Form Res 2024;8:e57592
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Electronic Health Record Data Quality and Performance Assessments: Scoping Review
Titles and abstracts were screened to include original research articles assessing the DQ and performance of all or part of a hospital’s EHR system. We looked for studies reporting on 1 or more aspects of DQ (the assessment of EHR data without consideration of follow-up actions) and data performance (the assessment of EHR data applications) as defined (Table 1).
Data quality and performance indicator definitions, mitigation strategies, and references.
a EHR: electronic health record.
JMIR Med Inform 2024;12:e58130
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In addition, the feasibility and promising performance of machine learning approaches in assessing T staging in lung cancer has been demonstrated [14]. However, few studies have reported the combination of deep learning and radiomics in predicting T staging in GC.
J Med Internet Res 2024;26:e56851
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Current Evidence of the Application of Music in Tai Chi Exercise: Scoping Review
Tai Chi performance evaluated by two Tai Chi instructors
Practice outside of class
Age: not available
Intervention (n=49)
Control (n=44)
Gender: 9% female
Intervention: Tai Chi with music
Control: Tai Chi without music
16 sessions from September 2016 to December 2016
Interests in Tai Chi
Perceived difficulties of learning Tai Chi
Positive emotion inspiration
Instruction quality
Tai Chi performance evaluated by two Tai Chi instructors
a SCL-90: Symptom Checklist-90.
b SCSQ: Simplified Coping Style Questionnaire
Asian Pac Isl Nurs J 2024;8:e60104
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In Tables 2 and 3, we present the disparity in performance for the sexes, where a positive value indicates a higher value for male patients (see equation 10).
J Med Internet Res 2024;26:e46936
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