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Large language models for digital mental health: an HCI-centered scoping review

مدل‌های زبانی بزرگ برای سلامت روان دیجیتال: یک مرور محدوده با محوریت تعامل انسان و رایانه (HCI)

Min Zeng, Zaifu Zhan, Kai Yu, Chao Zeng, Duzhen Zhang, Shuang Zhou, Yu Hou, Mingquan Lin, Rui Zhang

npj Digital Medicine 2026
https://doi.org/10.1038/s41746-026-03317-7

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چکیده

Large language models (LLMs) are rapidly reshaping digital mental health, yet how these systems are designed, used, and evaluated remains poorly characterized. We conducted an HCI-centered scoping review of 84 studies examining mental health tasks, stakeholders, interaction paradigms, foundation models, evaluation methods, and outcome measurement. Counseling and support and self-help and well-being accounted for 73.8% of studies, while clinician support and crisis and risk support remained uncommon. Mixed-methods user studies predominated (42.9%), with only three randomized controlled trials and eight studies classified as longitudinal or field evaluations. Technical and response performance was assessed in 81.0% of studies, compared with 29.8% assessing mental health symptoms and clinical outcomes and 7.1% including longitudinal follow-up. Outcome profiles differed across intended tasks. Building on these findings and established evaluation guidance, we propose a task-oriented framework aligning evaluation domains, measurement approaches, and assessment timing with intended use.

چکیده به فارسی

مدل‌های زبانی بزرگ (LLMs) به سرعت در حال بازشکل‌دهی سلامت روان دیجیتال هستند، با این حال نحوه طراحی، استفاده و ارزیابی این سامانه‌ها همچنان به‌درستی تبیین نشده است. ما یک مرور محدوده با محوریت تعامل انسان و رایانه (HCI) بر روی ۸۴ مطالعه انجام دادیم که به بررسی وظایف سلامت روان، ذینفعان، الگوهای تعاملی، مدل‌های پایه، روش‌های ارزیابی و سنجش پیامدها می‌پرداختند. مشاوره و حمایت و خودیاری و بهزیستی ۷۳.۸٪ مطالعات را تشکیل می‌دادند، در حالی که حمایت از درمانگران و حمایت در بحران و ریسک کمتر رایج بودند. مطالعات کاربری با روش‌های ترکیبی غالب بودند (۴۲.۹٪)، و تنها سه کارآزمایی تصادفی کنترل‌شده و هشت مطالعه به‌عنوان ارزیابی‌های طولی یا میدانی طبقه‌بندی شدند. عملکرد فنی و پاسخ‌دهی در ۸۱.۰٪ مطالعات ارزیابی شد، در مقایسه با ۲۹.۸٪ که به ارزیابی علائم سلامت روان و پیامدهای بالینی پرداختند و ۷.۱٪ که پیگیری طولی را شامل می‌شدند. پروفایل‌های پیامدها بسته به وظایف مورد نظر متفاوت بود. بر اساس این یافته‌ها و راهنمایی‌های ارزیابی موجود، ما یک چارچوب وظیفه‌محور پیشنهاد می‌کنیم که حوزه‌های ارزیابی، رویکردهای سنجش و زمان‌بندی ارزیابی را با کاربرد مورد نظر همسو می‌سازد.

ترجمه‌ی خودکار برای آشنایی سریع؛ برای نقل و ارجاع، متن اصلی ملاک است.

موضوع‌ها و کلیدواژه‌ها

بهزیستیدرمانسلامت روانdigital mental healthevaluation frameworkfoundation modelshuman-computer interactionlarge language modelsoutcome measurementtask-oriented evaluationuser study

ارجاع

Zeng, M., Zhan, Z., Yu, K., Zeng, C., Zhang, D., Zhou, S., Hou, Y., Lin, M., & Zhang, R. (2026). Large language models for digital mental health: an HCI-centered scoping review. npj Digital Medicine. https://doi.org/10.1038/s41746-026-03317-7

(Zeng et al., 2026)

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گفت‌وگو

قوانین پرسش و گفتگو
  1. با احترام و بدون توهین، تحقیر، برچسب‌زنی یا حمله‌ی شخصی با دیگران گفتگو کنید.
  2. از نوشتن هرگونه اطلاعات هویتی یا قابل‌شناسایی مراجعان، بیماران یا اشخاص ثالث، از جمله نام، شماره‌ی تماس، تصویر، نشانی، محل کار یا جزئیات منحصربه‌فرد پرونده خودداری کنید.
  3. اگر درباره‌ی یک تجربه‌ی بالینی سؤال می‌کنید، اطلاعات را تا حد ممکن بی‌نام و کلی بیان کنید تا امکان شناسایی فرد وجود نداشته باشد.
  4. این بخش برای یادگیری و گفت‌وگوی علمی است و جایگزین ارزیابی، تشخیص، مشاوره یا روان‌درمانی شخصی نیست.
  5. در شرایط بحران یا خطر آسیب به خود یا دیگران، به این بخش اتکا نکنید و برای دریافت کمک فوری با اورژانس اجتماعی ۱۲۳ یا صدای مشاور بهزیستی ۱۴۸۰ تماس بگیرید.
  6. انتشار تبلیغات، معرفی خدمات شخصی، شماره‌ی تلفن، شناسه‌ی شبکه‌های اجتماعی، پیوند تبلیغاتی یا درخواست جذب مراجع در این بخش مجاز نیست.
  7. در بیان ادعاهای علمی، به‌ویژه درباره‌ی اثربخشی درمان‌ها، تشخیص یا یافته‌های پژوهشی، تا حد امکان نام منبع معتبر، مقاله یا راهنمای علمی را ذکر کنید.
  8. از ارائه‌ی تشخیص قطعی، تجویز درمان یا دارو و توصیه‌های بالینی شخصی به سایر کاربران خودداری کنید.
  9. پاسخ‌هایی که کارشناسان فکر بنیان می‌دهند با برچسب «پاسخ فکر بنیان» یا «کارشناس فکر بنیان» نمایش داده می‌شوند و سایر نوشته‌ها بیانگر نظر کاربران هستند.
  10. گزارش نوشته‌ی نامناسب: اگر نوشته‌ای حاوی نقض محرمانگی، محتوای آسیب‌زا، توهین، تبلیغ یا تخلف از این قوانین است، گزینه‌ی «گزارش» را انتخاب کنید تا تیم سایت بررسی کند.

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Awareness of Youth-Friendly Sexual and Reproductive Health Services among Undergraduate Students at Saint Augustine University of Tanzania, Mwanza, Tanzania: A Cross-Sectional Study

Frank Deus Samson; Paskas Wagana; Johnson Mavole International journal of social sciences and humanities review, 2026

چکیده

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دسترسی آزاد

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چکیده

The purpose of this research is to analyze the economic self-management strategies used by students of the Faculty of Business Sciences of the Technical University of Machala during their academic training; Interest in this study arose from the need to understand how students face economic difficulties that arise in their training. A mixed approach was applied and a survey was used on a representative sample of 367 students, identifying the main source of income for a part of the student population, evidencing alternatives to sustain their expenses and reduce their economic dependence. The most used strategies were observed when they go through difficult situations and if the income is sufficient to cover their expenses, reflecting the existence of limitations and conditioning the way of organizing their resources and decision making. Likewise, it was identified that students usually perceive an impact. in their academic performance. The results allowed us to understand the economic dynamics experienced by university students and provide information for the design of institutional strategies that contribute to strengthening permanence, well-being and academic success.

متن کامل دسترسی آزاد

Mediating Role of Loneliness in the Relationship Between Physical Activity Enjoyment and Mental Well-Being in Athletes

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چکیده

Although physical activity enjoyment is associated with athletes’ psychological outcomes, the mechanisms underlying its relationship with mental well-being remain unclear. This study examined the mediating role of loneliness among athletes. A correlational survey design was employed. The participants consisted of 350 athletes selected through criterion sampling, including 178 females (Mage= 20.58 ± 1.99) and 172 males (Mage= 21.91 ± 4.88). Data were collected using the Physical Activity Enjoyment Scale, UCLA Loneliness Scale–Short Form, and Warwick-Edinburgh Mental Well-Being Scale. Pearson correlation analysis and PROCESS Macro Model 4 mediation analysis were conducted, and indirect effects were tested using 5,000 bootstrap samples. Physical activity enjoyment was positively associated with mental well-being (r= .586, p< .01) and negatively associated with loneliness (a= −.196, p< .01). Loneliness was negatively associated with mental well-being (b= −.447, p< .01). The mediation analysis revealed a significant indirect effect of physical activity enjoyment on mental well-being through loneliness (indirect effect= .088, 95% CI [.026, .147]). These findings indicate that enjoyment of physical activity contributes to athletes’ mental well-being and that loneliness partially explains this relationship. The results emphasize the importance of considering social connectedness and psychological experiences in understanding athletes’ well-being.

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چکیده

Transitioning out of professional sport can present challenges for athletes and their wider environments, frequently necessitating coordinated physical, psychological, and economic support. Although these concerns have been documented in elite cycling, the extent to which structured transition programmes exist within the sport remains insufficiently understood, particularly in Europe, the historical centre of professional cycling. We conducted a cross-sectional qualitative documentary analysis, distributing a standardised inquiry to all European Cycling Federations (ECFs; N = 51) between December 2024-March 2025. Federations were asked whether they had formal strategies, policies, or resources related to athlete retirement. Responses were categorised as “ECF-level literature or initiative”, “No ECF-level provision”, or “No response” and relevant materials were descriptively synthesised. Amongst the 21 federations that responded, the majority (n = 17; ≈81%) reported no ECF-level retirement initiatives. Common reasons included limited resources, low perceived demand, or reliance on national or international bodies (i.e., Olympic Committees or sport-specific unions). Four ECFs (~19%) described transition-related structures, though these varied considerably in scope, definition, and delivery. Despite well-documented needs, structured retirement support for professional cyclists remains uncommon across European national federations, and existing programmes appear heterogeneously applied. As cycling expands globally, effective transition planning becomes increasingly important for athlete wellbeing and the long-term sustainability of the sport. Holistic, international collaborations led by cycling’s major governance bodies could strengthen career-long support systems, reinforce the public image of cycling as a health-promoting discipline, and create responsible, athlete-centered ecosystems.

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Faktor yang Memengaruhi Kualitas Tidur Pasien Gagal Ginjal Kronik

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چکیده

Background: Patients with chronic kidney disease undergoing hemodialysis frequently experience physical and psychological complaints that may affect their sleep quality. Uremic pruritus, restless legs syndrome, anxiety, and post-hemodialysis fatigue are potential factors that may disrupt sleep quality. Objective: This study aimed to identify the factors influencing the sleep quality of patients with chronic kidney disease undergoing hemodialysis at Bahteramas Regional General Hospital, Southeast Sulawesi Province. Methods: This study employed a quantitative analytical approach with a cross-sectional design. The sample consisted of 83 respondents. Data were collected using the Pittsburgh Sleep Quality Index (PSQI), 5-D Itch Scale, International Restless Legs Syndrome Rating Scale (IRLS), Hospital Anxiety and Depression Scale-Anxiety (HADS-A), and a post-hemodialysis fatigue assessment instrument. Data were analyzed using the Chi-square test and binary logistic regression. Results: Bivariate analysis showed that uremic pruritus (p = 0.046), restless legs syndrome (p = 0.015), anxiety (p = 0.029), and post-hemodialysis fatigue (p = 0.049) were statistically significant factors associated with sleep quality. Simultaneously, the four variables had a statistically significant effect on sleep quality (p = 0.007), with a Nagelkerke R Square value of 0.217. In the multivariable analysis, only anxiety showed a statistically significant independent effect (p = 0.019). Conclusion: Uremic pruritus, restless legs syndrome, anxiety, and post-hemodialysis fatigue were statistically associated with sleep quality in the bivariate analysis. The four variables were jointly significant in the multivariable model, whereas only anxiety remained statistically significant after adjustment for the other variables.

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