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Topic modeling algorithm—NMF decomposing the nonnegative document-term matrix into 2 lower-dimensional matrices: the topic matrix (W) and the terms matrix (H). The topic matrix represented documents by underlying topics, while the terms matrix represented topics by original words or tokens.
Number of topics—8 topics differentiating most effectively among various types of experiences and complaints.
The flowchart in Figure 1 illustrates the overall methodological approach.
JMIR AI 2025;4:e68809
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Authors’ Reply: Citation Accuracy Challenges Posed by Large Language Models
e-Learning and Digital Medical Education
JMIR Med Educ 2025;11:e73698
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Is the Pinball Machine a Blind Spot in Serious Games Research?
Digital Mental Health Interventions, e-Mental Health and Cyberpsychology
JMIR Serious Games 2025;13:e72354
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behavioral therapy versus treatment as usual for depression in routine specialized mental healthcare: E-COMPARED Reference 12: Barriers to patient interest in internet-based cognitive behavioral therapy: informing e-healthDigital Mental Health Interventions, e-Mental Health and Cyberpsychology
JMIR Form Res 2025;9:e68249
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A potential limitation of e Consult use is the increased, noncompensated workload on primary care providers, who must act on the e-consultant’s recommendations for each patient. Primary care is a fast-paced setting that is often stretched for resources, staffing, and time. Further, primary care is a diverse setting with varied access and structures to care delivery. Consequently, it is unlikely that a single approach or method of care is appropriate in all primary care settings.
JMIR Res Protoc 2025;14:e62916
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We use the Checklist for Reporting Results of Internet E-Surveys (CHERRIES) reporting guidelines for web-based or internet surveys as a framework for our approach [26]. A detailed description using the CHERRIES checklist is present in Multimedia Appendix 1. Our methods are consistent with the established recruitment and data collection protocols used by TREC [23,27] and will enable comparison of data not only across the Atlantic Canadian provinces but also with the Western Canadian provinces.
JMIR Res Protoc 2025;14:e66338
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(E) VR segmentation at gestational week 11, where the mask undersegments the head. (F) VR segmentation at gestational week 9, where part of the fourth ventricle is missing, which leads to underestimation of the cutting plane.
Volume measurements of the human embryo in the first trimester provide valuable insights into growth and development during this crucial period. Currently, obtaining these measurements is costly, laborious, and requires specialized training due to the in-house developed VR setup.
J Med Internet Res 2025;27:e60887
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