e.g. mhealth
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In this model, patients occupy a central place as empowered and active participants, making educated decisions about their treatment goals. The care manager, usually a trained social worker or nurse, maintains regular contact with patients through phone calls or secure SMS text messaging from enrollment in the Co CM to discharge.
J Particip Med 2025;17:e55349
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Non-COVID-19 and treatment-related posts were also excluded, reducing the dataset to 107,796 posts.
Relevance labeling and machine learning: to enhance data quality, we implemented a machine learning–based approach:
Manual tagging: A random sample of 600 posts was manually classified as “relevant” or “irrelevant” to COVID-19 treatment discussions.
JMIR Form Res 2025;9:e63997
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However, people with LBP often find it hard to implement these strategies due to lack of knowledge, fears about doing the wrong thing, lack of confidence, competing routines, feeling overwhelmed by information, limited access to physical activity resources, lack of trust in what to do, and lack of feedback about the benefits of adhering to their treatment regimens [4]. These barriers highlight the gap between recommended care and actual practice.
JMIR Form Res 2025;9:e59777
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Given that the mental health care sector will struggle to cope with the impacts of climate change [33,41,42], group-based approaches may also be more feasible as a treatment modality. However, little is known regarding the effectiveness of any eco-anxiety–informed interventions, with minimal evaluation of any interventions currently undertaken [31].
JMIR Res Protoc 2025;14:e69005
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In addition, London et al [6] concluded that SES alongside race-ethnicity significantly impacted survival, stage at diagnosis, and treatment in patients with nasopharyngeal carcinoma.
As the United States was plunged into the COVID-19 era, technology and internet access became crucial; yet, confounding elements in how SDo H affect clinical intervention use.
JMIR Cancer 2025;11:e52627
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Notably, 60% of people in OUD treatment discontinue treatment early, often due to substance use cravings, negative mood, and drug cues in the environment [2]. Psychosocial support within OUD treatment can address these internal and external factors to increase treatment retention [3,4].
J Med Internet Res 2025;27:e69538
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Gathering this information is crucial for early detection and tailored treatment strategies for CP management in women who have experienced IPV as well as those who have not. Some researchers suggest that women with CP who are experiencing IPV may require more holistic care and support [26]. In addition, there is a need to better understand the daily experience of women living with CP while currently experiencing IPV compared to that of women who experience CP without a history of experiencing violence.
JMIR Res Protoc 2025;14:e66396
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Given the treatment gap between the high demand for psychotherapy and the limited supply of therapists [1] many have turned to chatbots, text-based conversational agents, as a tool for self-management of mental health [2,3]. Traditionally, rule-based chatbots, which use scripted responses to user queries to improve mental health, have been the predominant type of chatbot used by the general public [4] and researchers [5]. Recently, generative artificial intelligence–based chatbots have emerged.
JMIR Form Res 2025;9:e65605
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During this process, crucial information, including the patient’s chief complaint, medical history, symptoms, and examination results, was collected and transmitted via 2-way radio to the hospital, allowing for immediate preparation and treatment upon the patient’s arrival [21].
Traditional telecommunication methods, such as radio transmissions from the HAG2022 village or an ambulance to the hospital, are time-consuming and hinder continuous patient monitoring.
JMIR Form Res 2025;9:e65617
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