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Using our collective experiences as OUD treatment providers, evidence experts, and policy makers, we aim to highlight the challenges to be addressed so that these technologies can be used ethically, effectively, and equitably.
While it is beyond our scope to provide a cutting-edge account of this rapidly evolving field, we begin by providing examples of big data analytics and AI applications in OUD service settings.
J Med Internet Res 2025;27:e58723
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To achieve this objective, we focused on 2 main research questions: (1) Can listening to podcasts help nurses manage their emotions and alleviate work -related stress? and (2) Can podcasts modulate the level of emotional exhaustion among nurses?
By addressing these questions, the study aimed to gain a deeper understanding of the potential benefits of incorporating podcasts into stress management and emotional support programs for nurses, ultimately enhancing their overall well-being and job performance.
JMIR Nursing 2025;8:e70640
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In the context of individuals who have nonurgent conditions, we postulated that they are less likely to visit the ED if (1) they perceive their general practitioners as capable of managing their health conditions and understand that EDs are reserved for urgent cases (predisposing factors), (2) they are educated on identifying nonurgent conditions and have access to participating GPFirst clinics (enabling factors), and (3) they are able to comprehend the perceived severity of their health condition (need factors
JMIR Public Health Surveill 2025;11:e66062
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We aimed to iteratively develop a rule-based pipeline and evaluated performance for a text span pattern matching task and a note categorization task. We also aimed to compare the performance of the rule-based method to statistical and machine learning methods for the note categorization task and estimate the overall prevalence of documented PROM use in the corpus.
JMIR Med Inform 2025;13:e66466
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Hence, to address this gap, we conducted a research project entitled “The Effectiveness of an Interactive Web Application to Motivate and Raise Awareness on Early Detection of Breast and Cervical Cancers (The MAwar study),” a mixed methods feasibility study comprising a pre-post study and a qualitative study that were designed to be conducted in 3 urban primary care clinics in Malaysia.
JMIR Form Res 2025;9:e65542
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With this paper, we aimed to build on existing work that uses Reddit data to explore social media users’ experiences of using (and ceasing to use) alcohol, cannabis, and opioids. We selected these 3 substances because public perception differs for different substances [23].
JMIR Form Res 2025;9:e57468
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Specifically, we will tailor SOAR and assess usability for content understandability and satisfaction (aim 1), and then evaluate its feasibility to include retention and any changes in behavioral and biomedical measures (aim 2). We hypothesize that participants will find SOAR feasible, acceptable, and safe to inform a larger efficacy study.
JMIR Res Protoc 2025;14:e52121
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In this study, we compare the capabilities of two models—Chat GPT-4 Omni (GPT-4o) and Chat GPT-4 Turbo (GPT-4 Turbo)—in identifying melanoma versus “not melanoma” skin lesions. These LLMs were chosen due to their accessibility and ability to answer image-based dermatology board-style questions correctly [5].
JMIR Dermatol 2025;8:e67551
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We assessed the ability of Chat GPT to distinguish images of SCC and BCC from other lesions.
Open AI’s application programming interface was used to query Chat GPT-4 Omni (Chat GPT-4 O) for assessing the performance in classifying 200 dermatoscopic images each of SCC, BCC, BK, melanocytic nevi, and 150 images of AK from the HAM10 K database [7]. Images were verified using histopathology (>50%), follow-up examination, expert consensus, or in-vivo confocal microscopy.
JMIR Dermatol 2025;8:e67299
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We defined digital lifestyle interventions as interventions delivered via digital technologies (such as apps, websites, and wearable devices) that were self-guided and did not require real-time clinician delivery (eg, behavior change and education) and aimed to improve lifestyle behaviors [27].
J Med Internet Res 2025;27:e56975
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