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Search Results (827)

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Keywords = mental health assessment tools

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34 pages, 752 KB  
Systematic Review
Social Participation for Health and Health Care Workers’ Self-Management: Lessons from Socialist Yugoslavia for Contemporary Health Systems—A Systematic Review
by Predrag Duric, Smiljana Rajcevic, Jelena Djekic Malbasa, Dunja Prokic and Ljiljana Milosevic
Healthcare 2026, 14(18), 2933; https://doi.org/10.3390/healthcare14182933 - 9 Sep 2026
Viewed by 84
Abstract
Background/Objectives: Contemporary health systems continue to face persistent challenges in financing, equity, and governance, particularly under conditions of limited resources, workforce shortages, and demographic pressures. While the World Health Organization calls for strengthening social participation to achieve universal health coverage, evidence suggests that [...] Read more.
Background/Objectives: Contemporary health systems continue to face persistent challenges in financing, equity, and governance, particularly under conditions of limited resources, workforce shortages, and demographic pressures. While the World Health Organization calls for strengthening social participation to achieve universal health coverage, evidence suggests that such participation often remains largely symbolic. Existing global examples of social participation in health are limited either by their short duration of implementation or by their limited scope. In contrast, the experience of former Yugoslavia (1945–1991) represents a distinctive case. In the early post-war period, health reforms were directed towards the development of a decentralised, self-managed health system that emphasised universal coverage, participatory governance, social solidarity, and local autonomy. The trajectory of these reforms was further shaped by global economic and political pressures, including neoliberal trends, international debt, and the oil crises, which constrained resources and exposed systemic vulnerabilities. The so-called Yugoslav Experiment may offer an alternative to existing market-oriented and, at times, inefficient health systems. This review aims to synthesise evidence on the governance, financing, organisation, and outcomes of Yugoslavia’s self-managed health system and to evaluate its relevance to contemporary debates on health system resilience, decentralisation, participatory governance, equity, and sustainability. It examines power relations, stakeholder interests, and resource allocation, and assesses the lessons that the Yugoslav experience offers for contemporary debates on participatory governance and the sustainability of healthcare systems, while identifying areas of convergence, debate, and gaps in the existing scholarship. Methods: We conducted a systematic narrative review of peer-reviewed articles, book chapters, conference papers, and commentaries published in English or Bosnian–Croatian–Montenegrin–Serbian that covered the period 1945–1991. Scopus, PubMed, and EBSCOhost (including CINAHL Plus with full text, Medline and PsychInfo) were searched on 19 January 2026. Studies were included if they addressed health system reform, self-management, governance, financing, or institutional continuity. Contextual studies of selected services—primary care, mental health, reproductive health, and vaccination—were included only if they illuminated reform trajectories. Data synthesis focused on reform phases, institutional transformations, financing arrangements, governance mechanisms, and power relations, with particular attention to continuity, path dependence, and critical junctures. Given the heterogeneous and predominantly historical, analytical, and policy-oriented nature of the literature, we did not apply conventional study-design-specific risk-of-bias tools. Instead, we used an overarching framework to classify and contextualise the included evidence according to five dimensions: source type, nature of contribution, evidentiary role, temporal context, and health-system domain. The protocol was not registered. The study was financed by the Provincial Secretariat for Higher Education and Scientific Research, Autonomous Province of Vojvodina, Republic of Serbia. Results: The database searches yielded 265 records, of which 193 were selected for title and abstract screening after removing 72 duplicates. At this stage, 133 publications were excluded because they did not meet the eligibility criteria and 60 publications were selected for full-text review. Application of the predefined inclusion and exclusion criteria resulted in 22 eligible publications. An additional 18 studies were identified through citation chaining and targeted Google Scholar searches. Twenty-two publications were coded as primary studies, directly examining health system reform, governance, or self-management, while 18 were classified as contextual studies addressing specialty areas. The analysis identified key reforms that followed the social participation, i.e., ‘self-management’, approach, which expanded primary care, preventive services, and local participation. It revealed institutional changes, as well as the role of power and health financing in health reforms aimed at strengthening social participation. Nonetheless, challenges—including bureaucratic and managerial elitism, unequal professional authority, resource scarcity, and tensions between market-oriented policies and social solidarity—were amplified by global economic forces and neoliberal trends, ultimately contributing to the system’s collapse by the late 1980s. This review was limited by its search strategy, the exclusion of grey literature, the potential omission or inaccessibility of relevant studies, and its focus on selected aspects of health reform, namely post-war recovery and self-management. Conclusions: The Yugoslav experience illustrates both the promise and the fragility of socially oriented, participatory health systems, demonstrating how international political alignments and global economic pressures can profoundly shape domestic health reform trajectories. Lessons from this case remain relevant to contemporary efforts to strengthen social participation for universal health coverage through designing sustainable, resilient, equitable, and socially accountable health systems under complex global conditions. Full article
(This article belongs to the Section Healthcare and Sustainability)
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18 pages, 678 KB  
Review
From Satellites to Self-Report: A Scoping Review of Methods for Assessing Artificial Light at Night Exposure and Perception in Public Health Research
by Silvia Mangili, Stefano Capolongo and Andrea Rebecchi
Urban Sci. 2026, 10(9), 518; https://doi.org/10.3390/urbansci10090518 - 8 Sep 2026
Viewed by 147
Abstract
Background: Artificial Light at Night (ALAN) is a growing public health concern, associated with circadian disruption, sleep disturbances, mental health issues, and increased risk for chronic conditions such as cancer and cardiovascular diseases. Despite a rapidly expanding epidemiological literature on ALAN-related health outcomes, [...] Read more.
Background: Artificial Light at Night (ALAN) is a growing public health concern, associated with circadian disruption, sleep disturbances, mental health issues, and increased risk for chronic conditions such as cancer and cardiovascular diseases. Despite a rapidly expanding epidemiological literature on ALAN-related health outcomes, there is limited consensus on standardized and comparable tools for assessing both how individuals perceive ALAN and their objective exposure at the individual and population levels. Methods: A scoping review was conducted using Scopus, PubMed, and Web of Science to identify studies published between 2010 and 2025. The aim was to systematically map the methods, tools, and frameworks used to evaluate both the perception of ALAN and objective ALAN exposure, and to examine their implications for public health. Eligibility was restricted to studies explicitly describing approaches to assess ALAN perception or exposure applied to human health research. Results: Most studies adopted cross-sectional designs and focused on urban contexts. Satellite-derived nighttime light data (62%) and GIS-based indicators (46%) were the most frequently used exposure proxies, while surveys and self-reported measures were commonly used to capture individual behaviors, health impacts and perceptions. Only 23% of studies employed wearable sensors or mobile applications, and architectural or building-level data were included in a single study (8%), highlighting a substantial gap in indoor exposure characterization. Conclusions: By critically reviewing current methods, tools, and frameworks, this work highlights the urgent need for harmonized, validated approaches that integrate objective environmental light measurements with human-centered data on how ALAN is perceived and experienced, thereby strengthening the evidence base for public health research and policy. Full article
(This article belongs to the Section Urban Governance for Health and Well-Being)
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22 pages, 1735 KB  
Article
Suicide Risk Screening: A New Method to Identify At-Risk Students from General College Populations
by Qingshan Liu, Heyang Zhang, Yueqin Hu, Jie Zhang and Fang Luo
Behav. Sci. 2026, 16(9), 1576; https://doi.org/10.3390/bs16091576 - 4 Sep 2026
Viewed by 218
Abstract
University-wide suicide risk screening is essential but difficult to implement at scale because professional counselling resources are limited and conventional tools often show low predictive value in low-prevalence populations. To support transparent and clinically interpretable campus mental health workflows, this study introduces and [...] Read more.
University-wide suicide risk screening is essential but difficult to implement at scale because professional counselling resources are limited and conventional tools often show low predictive value in low-prevalence populations. To support transparent and clinically interpretable campus mental health workflows, this study introduces and validates the Composite Key Conditions (CKC) method, an interpretable, computationally efficient screening approach for identifying students who match counsellor-defined suicide risk categories. A multi-phase, multi-site study involving 8819 students from two universities in the development and cross-site validation phases was conducted, followed by independent external validation at a third university. In the initial wave, students completed self-report questionnaires in November 2023, after which approximately 20% were selected and invited for centralized counsellor evaluation; the assessments were conducted in December 2023. From January to June 2024, 320 students who subsequently attended psychological services (103 at University A and 217 at University B) were assessed through the cohort pathway. CKC was further evaluated in October 2025 using an independent sample of 22,205 students from a third university. The CKC method, developed from the initial phase, correctly classified all students assigned to the suicide risk category during centralized assessment (sensitivity = 1.000, specificity = 0.901). When applied across both centralized and cohort assessments (yielding 89 counsellor-defined suicide risk cases), the method maintained high performance (sensitivity = 0.888, specificity = 0.904, PPV = 0.086). In the independent validation sample, the method correctly classified 17 of the 22 students identified by the internal reporting system as meeting its high-risk criteria, with a specificity of 0.923. CKC provides an interpretable and efficient approach to suicide risk screening that is suitable for large-scale implementation in university settings. By producing transparent, auditable risk rules rather than opaque predictions, CKC is positioned to complement (not replace) counsellor judgement and to support timely triage and referral within campus mental health service systems. Full article
(This article belongs to the Special Issue Artificial Intelligence and Students’ Mental Health)
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19 pages, 1008 KB  
Review
Mental Health and Psychological Constructs Related to Performance in Professional, Semi-Professional, and Competitive Adolescent Women’s Soccer Players: A Scoping Review
by Aura D. Montenegro-Bonilla, Boryi A. Becerra-Patiño, Jorge Olivares-Arancibia, Julio Plaza-Díaz, Daniel Rojas-Valverde, Rodrigo Yañez-Sepúlveda and José Francisco López-Gil
Sports 2026, 14(9), 390; https://doi.org/10.3390/sports14090390 - 3 Sep 2026
Viewed by 282
Abstract
Background: Mental health has become a fundamental component of the sports world. Although previous studies have addressed psychological aspects of women’s soccer, no comprehensive review has mapped both mental health symptoms and adaptive psychological resources and psychophysiological markers in professional, semi-professional, and competitive [...] Read more.
Background: Mental health has become a fundamental component of the sports world. Although previous studies have addressed psychological aspects of women’s soccer, no comprehensive review has mapped both mental health symptoms and adaptive psychological resources and psychophysiological markers in professional, semi-professional, and competitive adolescent women’s soccer. Objective: This scoping review aimed to map recent evidence from 2020 to 2025 on mental health in professional and semi-professional women’s soccer including competitive settings for adolescents, identifying key psychological constructs, assessment instruments, and risk and protective factors within the competitive sport context. Methods: Following the methodological guidelines of the Joanna Briggs Institute (JBI) and Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for scoping reviews (PRISMA-ScR), a systematic search was conducted in PubMed/MEDLINE, Scopus, and Web of Science. Thirteen empirical studies that explicitly assessed mental health dimensions in professional and semi-professional women’s soccer players were included. Results: The most frequently studied constructs were psychological stress, competitive anxiety, resilience, motivation, and well-being. The main risk factors included intense competitive demands, accumulated fatigue, and performance pressure. Predominant protective factors were individual resilience, social support, team cohesion, and self-confidence. The most used instruments were validated scales including the Brunel Mood Scale (BRUMS), Sport Anxiety Scale-2 (SAS-2), Competitive State Anxiety Inventory-2 Revised (CSAI-2R), Generalized Anxiety Disorder-7 (GAD-7), Sport Mental Health Assessment Tool-1 (SMHAT-1) and qualitative interviews. Resilience emerged as a central concept; although it was measured directly in only two studies, it emerged conceptually as a central theme in the evidence, and recent qualitative studies have highlighted the influence of the institutional environment and technical support. Conclusions: The available evidence which is heterogeneous and limited to 13 studies points to a growing body of research on mental health in women’s soccer, focused primarily on stress and resilience. However, significant gaps remain, including a lack of multi-season longitudinal studies tracking players across full competitive cycles, limited representation of Latin American and Asian contexts (one study each), the absence of position-specific analyses such as studies focused on goalkeepers and insufficient attention to positive well-being. Prospective and intervention-based studies are needed to develop a comprehensive understanding of mental health in elite sports and in competitive adolescent settings. Full article
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34 pages, 643 KB  
Review
A Patient- and Function-Centric Model/Approach for Hypoglycemia Management in Older Adults
by Kannayiram Alagiakrishnan, Laurie Mereu, Gulelala Rahim, Mahua Ghosh and Albert Vu
Geriatrics 2026, 11(5), 118; https://doi.org/10.3390/geriatrics11050118 - 3 Sep 2026
Viewed by 296
Abstract
Diabetes-related hypoglycemia contributes substantially to increased morbidity, mortality, health-care utilization, and reduced quality of life. Older adults with diabetes represent a heterogeneous group of patients who need individualized blood glucose targets to avoid hypoglycemia. Since the elderly present with varying degrees of functional [...] Read more.
Diabetes-related hypoglycemia contributes substantially to increased morbidity, mortality, health-care utilization, and reduced quality of life. Older adults with diabetes represent a heterogeneous group of patients who need individualized blood glucose targets to avoid hypoglycemia. Since the elderly present with varying degrees of functional and cognitive status and individualized health needs, their management varies among individuals. Complicating this, the hypoglycemia risk in older adults treated with insulin also varies due to aging, renal dysfunction, cognitive impairment, and other comorbidities. The challenge for healthcare providers is in considering all aspects of care in order to avoid hypoglycemia in elderly individuals. In this review, we introduce a Patient and Function Centric Approach to the assessment and management of hypoglycemia in older adults. This holistic framework extends beyond blood glucose values to systematically evaluate the other domains of patients’ health that influence hypoglycemia risk, including biochemical, medication, timing, autonomic, cognitive, mood, renal, pancreatic, hepatic, social, and physical function. The management of hypoglycemia in older adults should also include strategies to address both fear of hypoglycemia and hypoglycemia unawareness. In addition to physical limitations, the psychosocial barriers to self-care in older individuals with hypoglycemia are also of paramount importance. Using tools that measure diabetes burden, diabetes distress, and fear of hypoglycemia provides valuable insights into patient wellbeing. The use of newer anti-hyperglycemic medications, sensor-augmented insulin pump therapy, intranasal glucagon, and continuous glucose monitoring (CGM) has significantly contributed to reduced hypoglycemia incidence in individuals with diabetes. Overall, successful management requires a collaborative approach that empowers patients, respects their individual needs and preferences and helps them face the challenges associated with diabetes management with confidence rather than fear or anxiety. Adopting a patient- and function-centric approach to hypoglycemia management allows clinicians to move beyond a one-size-fits-all model and adopt individualized glycemic targets that improve overall diabetes control and mental well-being. Full article
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24 pages, 370 KB  
Article
Therapists’ and Researchers’ Perspectives on a Transdiagnostic Ecological Momentary Intervention “EmoGuia” for Emotional Disorders: A Consensual Qualitative Study
by Patricia Gual-Montolio, Carlos Suso-Ribera, Laura Diaz-Sanahuja, Azucena García-Palacios, Juana Bretón-López and Iratxe Alonso-Olea
Behav. Sci. 2026, 16(9), 1546; https://doi.org/10.3390/bs16091546 - 1 Sep 2026
Viewed by 257
Abstract
Mental health professionals’ perspectives on transdiagnostic mobile interventions for Emotional Disorders (EDs) remain underexplored, despite their potential role in integrating ecological interventions into psychological care. This study examined the usability, acceptability, perceived clinical utility, and implementation potential of EmoGuia, a smartphone-based Ecological Momentary [...] Read more.
Mental health professionals’ perspectives on transdiagnostic mobile interventions for Emotional Disorders (EDs) remain underexplored, despite their potential role in integrating ecological interventions into psychological care. This study examined the usability, acceptability, perceived clinical utility, and implementation potential of EmoGuia, a smartphone-based Ecological Momentary Intervention grounded in the Unified Protocol. Using the Consensual Qualitative Research framework, focus groups involving nine therapists and researchers were conducted following a one-week app trial. Thematic findings identified 13 categories across three domains: (1) target population, (2) satisfaction and app experience, and (3) perceived utility. Usability was additionally assessed via the System Usability Scale (SUS). Participants perceived EmoGuia as intuitive, simple, and suitable for young adults with mild-to-moderate anxiety or depressive symptoms. It was perceived as useful for fostering emotional awareness, reinforcing therapeutic content, and preventing dropout. Recommended improvements included personalized feedback, simplified language, and better notification management. SUS scores indicated high perceived usability (M = 79.4; SD = 12.1). These findings support EmoGuia as a promising low-intensity, adjunctive tool for early intervention in EDs and provide implementation-relevant guidance for its iterative refinement. Patient-inclusive longitudinal studies are needed to establish acceptability, engagement, feasibility, and clinical effectiveness. Full article
17 pages, 475 KB  
Article
Development and Psychometric Evaluation of the Military Cadets’ Mental Health Risk Scale (MCMHRS) in Chinese Military Academy Cadets
by Feifei Wang, Jia Guo and Guoyu Yang
Healthcare 2026, 14(17), 2730; https://doi.org/10.3390/healthcare14172730 - 27 Aug 2026
Viewed by 263
Abstract
Background: Military academy cadets face training, study, and adaptational pressures that elevate the risk for mental health problems and functional impairment. Existing tools are either generic symptom checklists or narrow resilience scales; none integrates environmental risk, individual vulnerability, and protective resources within [...] Read more.
Background: Military academy cadets face training, study, and adaptational pressures that elevate the risk for mental health problems and functional impairment. Existing tools are either generic symptom checklists or narrow resilience scales; none integrates environmental risk, individual vulnerability, and protective resources within a unified hierarchical model relevant to this population. Methods: We developed and psychometrically evaluated the Military Cadets’ Mental Health Risk Scale (MCMHRS). After item generation and two-round Delphi review (n = 15), a 64-item pool was administered to 610 Chinese cadets (mean age 19.45 ± 1.42 years; 82.6% male), randomly split into calibration (n = 244) and validation (n = 366) subsamples for exploratory and confirmatory factor analyses and reliability/validity testing against the PHQ-9, GAD-7, and WHO-5. Results: The final 53-item scale comprised 13 first-order factors nested within three second-order dimensions, with excellent fit (RMSEA = 0.043, CFI = 0.978), strong internal consistency (α = 0.968), and coherent correlations with PHQ-9 (r = 0.70), GAD-7 (r = 0.69), and WHO-5 (r = −0.58). Conclusions: The MCMHRS shows initial evidence of being a psychometrically sound, culturally relevant, multilevel assessment tool that may support early identification and tiered intervention in cadet mental healthcare pending further longitudinal validation. Full article
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11 pages, 241 KB  
Article
Prevalence, Severity, and Neuropsychiatric Correlates of Internet Gaming Disorder Among Saudi University Student Gamers: An Epidemiological Cross-Sectional Study
by Abdullah Alharbi, Faihan F. Alshaibany, Majed M. Aljabri, Bandar S. Alharbi, Alya Alghamdi, Bader M. Almutairy, Waleed M. Alshehri, Norah M. Alyahya and Abdulaziz M. Alodhailah
J. Clin. Med. 2026, 15(16), 6374; https://doi.org/10.3390/jcm15166374 - 18 Aug 2026
Viewed by 292
Abstract
Background: Despite the WHO’s recognition of Gaming Disorder in the ICD-11, epidemiological data on its prevalence and neuropsychiatric correlates among Saudi Arabian university students remain limited. Such data are critical for calibrating campus mental health resources and developing evidence-based screening protocols. This [...] Read more.
Background: Despite the WHO’s recognition of Gaming Disorder in the ICD-11, epidemiological data on its prevalence and neuropsychiatric correlates among Saudi Arabian university students remain limited. Such data are critical for calibrating campus mental health resources and developing evidence-based screening protocols. This study aimed to estimate the prevalence of Internet Gaming Disorder (IGD) in a sample of Saudi university student gamers and evaluate the clinical utility of impulsivity and resilience as case-detection tools. Methods: In a cross-sectional survey of students who engaged in electronic gaming for at least one hour per week (N = 207; 58.9% male), participants completed the IGDS9-SF, CD-RISC-10, and S-UPPS-P scales. Data were analyzed using binary logistic regression and Receiver Operating Characteristic (ROC) curves to identify predictors and compare the discriminative validity of the constructs. Results: Among these student gamers, the overall IGD prevalence was 18.4%, with significantly higher rates in males (24.6%) than females (9.4%; χ2(1) = 7.71, p = 0.006). Significant predictors of IGD included sex, daily gaming hours, higher impulsivity, and lower resilience. ROC analysis revealed that a composite impulsivity-resilience index (AUC = 0.80) outperformed single-construct screening using only impulsivity (AUC = 0.71) or resilience (AUC = 0.68). Cases exhibited markedly higher impulsivity and lower resilience than non-cases. Conclusions: Among Saudi university student gamers, IGD prevalence is clinically significant, particularly among heavier and male gamers. A composite impulsivity-resilience screening index showed superior detection accuracy in this sample and warrants further validation for integration into university mental health assessment protocols. Full article
(This article belongs to the Section Epidemiology & Public Health)
23 pages, 622 KB  
Systematic Review
Sports Injuries and Mental Health in Child and Adolescent Athletes: A Systematic Review
by Laura Gil-Caselles and Aurelio Olmedilla-Zafra
Children 2026, 13(8), 1076; https://doi.org/10.3390/children13081076 - 14 Aug 2026
Viewed by 429
Abstract
Background: Sports injuries in children and adolescents may affect physical health, emotional well-being, sleep, quality of life, confidence, sport participation, and readiness to return to sport. Objective: This systematic review synthesized evidence on the relationship between sports-related injuries and mental health in athletes [...] Read more.
Background: Sports injuries in children and adolescents may affect physical health, emotional well-being, sleep, quality of life, confidence, sport participation, and readiness to return to sport. Objective: This systematic review synthesized evidence on the relationship between sports-related injuries and mental health in athletes aged 19 years or younger, considering both psychological factors associated with injury vulnerability and psychosocial outcomes following injury. Methods: The review was conducted in accordance with the PRISMA 2020 guidelines. PubMed, Web of Science, Scopus, and Google Scholar were searched from inception to 8 July 2026, with eligibility restricted to studies published between 2021 and 2026. Risk of bias was assessed using Joanna Briggs Institute critical appraisal tools, and findings were synthesized narratively. Results: Twenty-one studies were included. Lower well-being, anxiety, stress, fatigue, sleep disturbance, kinesiophobia, and reduced psychological readiness were associated with injury occurrence, symptom burden, recovery, or reinjury. Conversely, injuries were associated with anxiety, depressive symptoms, sleep problems, reduced health-related quality of life, lower confidence, disrupted athletic identity, and return-to-sport difficulties. Conclusions: The findings suggest a potentially bidirectional association between sports injury and mental health within a broader biopsychosocial context. However, heterogeneity and predominantly observational designs limit causal inference. Full article
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25 pages, 1670 KB  
Review
From ‘Emotional Storm’ to Post-Traumatic Growth Among Caregivers of Individuals with Mental Illness and Substance Use Disorders: An Integrative Review
by Pimwalunn Aryuwat and Jessica Holmgren
Nurs. Rep. 2026, 16(8), 280; https://doi.org/10.3390/nursrep16080280 - 11 Aug 2026
Viewed by 407
Abstract
Background/Objective: Family caregivers of individuals with serious mental illness and substance use disorders experience substantial psychological burden. However, emerging evidence suggests many develop resilience and post-traumatic growth despite adversity. This integrative review synthesizes evidence on resilience, coping strategies, post-traumatic growth, and protective factors [...] Read more.
Background/Objective: Family caregivers of individuals with serious mental illness and substance use disorders experience substantial psychological burden. However, emerging evidence suggests many develop resilience and post-traumatic growth despite adversity. This integrative review synthesizes evidence on resilience, coping strategies, post-traumatic growth, and protective factors among these caregivers. Methods: The Whittemore and Knafl integrative review framework guided this synthesis. A systematic literature search was conducted across PubMed, CINAHL, and PsycINFO databases for peer-reviewed articles examining resilience, coping mechanisms, and post-traumatic growth in family caregivers of individuals with serious mental illness and substance use disorders. Qualitative, quantitative, and mixed-methods studies were included. Study quality was assessed using the Mixed Methods Appraisal Tool (MMAT). Data were extracted and analyzed using thematic synthesis to identify common patterns. Results: Multiple protective factors facilitate resilience and post-traumatic growth, including cultural values, family connectedness, religious faith, and emotional intelligence. Individual characteristics such as personality traits and decision-making styles influence adaptation outcomes. Structured interventions including psychoeducation, mindfulness practices, and peer support show initial evidence of enhancing caregiver resilience and psychological well-being, based on a single randomized controlled trial and cross-sectional associations. The caregiving experience provides opportunities for meaningful personal transformation despite significant burden. Conclusions: Family caregivers of individuals with serious mental illness and substance use disorders possess substantial capacity for positive psychological change. Healthcare professionals should implement strength-based, family-centered interventions acknowledging caregiver resilience. Future research employing longitudinal designs and investigating intervention mechanisms is essential to advance caregiver-focused mental health services. Full article
(This article belongs to the Section Mental Health Nursing)
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19 pages, 1056 KB  
Systematic Review
AI Assistants Based on Large Language Models for Adolescent Health and Well-Being: A Systematic Review
by Andreas Triantafyllidis, Sofia Segkouli, Evdoxia Eirini Lithoxoidou, Anastasios Alexiadis, Konstantinos Votis, Kleio Koutra, Vassilis Kilintzis, Haridimos Kondylakis, Eunate Arana-Arri, Severin Haug, Nikolaos Boumparis, Maria Krini, Liselot Hudders and Dimitrios Tzovaras
Information 2026, 17(8), 770; https://doi.org/10.3390/info17080770 - 11 Aug 2026
Viewed by 472
Abstract
Objective: Large Language Models (LLMs) are emerging as a key component for digital health systems based on Artificial Intelligence (AI). The objective of this paper is to systematically review the characteristics, effectiveness, and implementation challenges of LLM-based assistants targeting adolescent health and well-being. [...] Read more.
Objective: Large Language Models (LLMs) are emerging as a key component for digital health systems based on Artificial Intelligence (AI). The objective of this paper is to systematically review the characteristics, effectiveness, and implementation challenges of LLM-based assistants targeting adolescent health and well-being. Methods: A systematic review was conducted following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) 2020 guidelines. PubMed, Scopus, and Web of Science were searched in November 2025 for studies published from 2022 onwards. Eligible studies examined LLM-based assistants used directly by adolescents in health and well-being contexts and reported quantitative outcomes. Data was extracted independently by multiple reviewers and synthesised narratively. Risk of bias was assessed using the Mixed Methods Appraisal Tool (MMAT). Results: Nine studies met the inclusion criteria, involving between 3 and 40 participants and covering mental health support, physical activity promotion, treatment engagement, vaccination awareness, and academic self-efficacy. Most studies were proof-of-concept investigations or pilot studies. LLM-based assistants were associated with reductions in depression, anxiety, stress, and negative affect, improvements in emotional regulation, physical activity, treatment motivation, HPV knowledge, and academic self-efficacy. Risk of bias was generally moderate and the evidence base was limited by small samples, short follow-up periods, and heterogeneous methodologies. Conclusions: LLM-based assistants show promise as scalable and accessible tools for supporting adolescent health and well-being, particularly in mental health domains. However, the current evidence remains preliminary. Larger, long-term, and rigorously designed studies are required to establish effectiveness, safety, and implementation feasibility. Registration: This review was not pre-registered and no review protocol has been published prior to conducting the review. Full article
(This article belongs to the Special Issue Modeling in the Era of Generative AI, 2nd Edition)
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14 pages, 264 KB  
Article
Can Burnout Be Linked to Suicide Among Healthcare Professionals? A Cross-Sectional Study
by Alexandru Ungurianu and Virginia Marina
Nurs. Rep. 2026, 16(8), 276; https://doi.org/10.3390/nursrep16080276 - 6 Aug 2026
Viewed by 317
Abstract
Background: Burnout, defined by emotional exhaustion, depersonalization, and reduced personal accomplishment, is a major occupational health concern among healthcare professionals. Burnout has been linked to depression, anxiety, and medical errors, but its association with suicidality in healthcare settings remains insufficiently explored. Objective [...] Read more.
Background: Burnout, defined by emotional exhaustion, depersonalization, and reduced personal accomplishment, is a major occupational health concern among healthcare professionals. Burnout has been linked to depression, anxiety, and medical errors, but its association with suicidality in healthcare settings remains insufficiently explored. Objective: To investigate the association between burnout dimensions and suicidality among healthcare professionals, and to identify occupational and demographic factors influencing this relationship. Methods: A cross-sectional study was conducted among 195 healthcare professionals in Romania, recruited through voluntary participation in an anonymized online survey. Burnout was assessed using an adapted tool inspired by the Maslach Burnout Inventory, while suicidality outcomes included suicidal ideation, self-harm, and suicide attempts. Descriptive statistics were calculated for demographic and professional variables. Pearson correlations and multivariable linear regression analyses, adjusted for age, professional experience, and shift work, were performed to evaluate associations between burnout dimensions and suicidality. Results: Emotional exhaustion (r = 0.42, p < 0.001) and depersonalization (r = 0.37, p < 0.001) were positively correlated with suicidality, while reduced personal accomplishment was negatively correlated (r = −0.29, p = 0.002). In multivariable regression, emotional exhaustion remained the only statistically significant independent predictor of suicidality after adjustment for demographic and occupational characteristics. Younger age and rotating/night-shift work were associated with higher suicidality in unadjusted analyses but were not independent predictors after multivariable adjustment. Strong correlations between burnout dimensions and physical symptoms highlighted the interplay between psychosocial strain and somatic health. Conclusions: Burnout, particularly emotional exhaustion, was independently associated with suicidality among healthcare professionals, while depersonalization demonstrated a significant unadjusted association that did not remain statistically significant after multivariable adjustment. Younger clinicians, shift workers, and those with less experience appear especially vulnerable. These findings emphasize that burnout is a multifactorial construct with both psychological and somatic dimensions, shaped by systemic workplace stressors. These findings support further evaluation of systematic screening, organizational reforms, mentorship programs, and confidential mental health support as potential components of suicide-prevention strategies for healthcare professionals. Full article
16 pages, 2746 KB  
Review
The Neurobehavioral Profile of Phelan–McDermid Syndrome: Suggestions for Assessment Tools in Light of the 2023 Consensus Guidelines
by Emily Payne, Sara M. Sarasua, Curtis Rogers, Rebekah Martin, Katy Phelan, Laura Beamer and Luigi Boccuto
Genes 2026, 17(8), 923; https://doi.org/10.3390/genes17080923 - 5 Aug 2026
Viewed by 405
Abstract
Objectives and Background: Individuals with Phelan–McDermid Syndrome (PMS) present with a variety of symptoms, including a breadth of behavioral issues. Clinically assessing behavior in PMS remains challenging due to the overabundance of behavioral assessments and the lack of tools validated explicitly for use [...] Read more.
Objectives and Background: Individuals with Phelan–McDermid Syndrome (PMS) present with a variety of symptoms, including a breadth of behavioral issues. Clinically assessing behavior in PMS remains challenging due to the overabundance of behavioral assessments and the lack of tools validated explicitly for use in individuals with intellectual disability (ID) and neurodevelopmental disorders. This review sought to suggest which assessment tools would best clinically assess behavior in individuals with PMS. Methods: Validated behavioral assessment tools were identified using a systematic search of the literature, and relevant data for each assessment were extracted. The consensus guidelines for PMS were reviewed. Results: This review identified 131 validated assessment tools that were categorized by the intended age group and into specific behavioral domains: Autism spectrum disorder (ASD) screening, adaptive behavior, restricted and repetitive behaviors, challenging/disruptive behaviors, mental health screening, and other miscellaneous behaviors such as avoidance and impulsivity. Discussion: Based on the 2023 consensus guidelines, suggestions were given on which tools would be best for assessing various symptoms and behaviors in PMS. Choosing the best assessment tools to appraise behavior and related symptoms in individuals with PMS will aid clinicians in decision-making and lead to more personalized treatment plans. Full article
(This article belongs to the Special Issue Advances in Molecular Genetics of Rare Disorders)
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18 pages, 304 KB  
Article
Understanding the Complexity of Healthcare Staff Responses to Collective Personal and Occupational Stress Using the Adversity-Activated Development Reflection Tool
by Kirsten Barnicot, Frank Rohricht, Ryan Barclay, Amy Chung, Rose McCabe and Renos Papadapoulos
Occup. Health 2026, 1(3), 34; https://doi.org/10.3390/occuphealth1030034 - 3 Aug 2026
Viewed by 213
Abstract
The adversity-activated development reflection tool (AART) has been used therapeutically to capture personal growth arising during adversity. Our mixed-methods study used this tool to assess adversity-activated growth in 854 mental and community healthcare workers during the COVID-19 pandemic. Participants used the tool to [...] Read more.
The adversity-activated development reflection tool (AART) has been used therapeutically to capture personal growth arising during adversity. Our mixed-methods study used this tool to assess adversity-activated growth in 854 mental and community healthcare workers during the COVID-19 pandemic. Participants used the tool to describe the positive and negative effects of the COVID-19 pandemic in different life domains (self, family, work, and community). Through an ideal-type analysis of 133 purposively subsampled AARTs, we derived three levels of adversity-activated development (AAD): none, minimal, and deep. Higher levels of AAD were associated with spending more time connecting with friends and family (OR = 1.83, 95% CI 1.23 to 2.75, p < 0.01) and skill development in mental health care (OR = 1.63, 95% CI 1.16 to 2.28, p < 0.01). Deep development was characterised by changes in life priorities, changes in coping, realising strengths and capabilities, and making stronger connections with others. The AART can usefully assess both positive and negative growth, enabling respondents to convey the complexities of their experiences in their own words, whilst allowing the levels of overall self-development to be distilled. Our findings reinforce the value of promoting social connectedness and skill development to facilitate employee growth during collective occupational stress. Full article
21 pages, 1621 KB  
Article
Can Large Language Models Support University Counseling? Evidence from Perceived Counseling Alliance, Disclosure Willingness, and Risk Recognition
by Jianshan Cheng
Behav. Sci. 2026, 16(8), 1316; https://doi.org/10.3390/bs16081316 - 3 Aug 2026
Viewed by 393
Abstract
The rapid expansion of large language models (LLMs) has created new opportunities for university mental health services, particularly in contexts where counseling demand exceeds available professional resources. This study examined the application of an LLM-based intelligent agent in Chinese university counseling settings, focusing [...] Read more.
The rapid expansion of large language models (LLMs) has created new opportunities for university mental health services, particularly in contexts where counseling demand exceeds available professional resources. This study examined the application of an LLM-based intelligent agent in Chinese university counseling settings, focusing on three key outcomes: perceived counseling alliance, disclosure willingness, and risk recognition. Using a randomized between-subjects experimental design, 388 valid responses were collected from university students and assigned to either an LLM-based counseling condition or a control condition. The LLM-based agent significantly improved perceived counseling alliance and disclosure willingness, and perceived counseling alliance partially mediated the relationship between condition and disclosure. Scenario-based analyses further showed that the LLM-based agent improved general risk recognition and slightly enhanced sensitivity to high-risk cues, although performance remained more limited for crisis-level disclosures. These findings suggest that LLM-based agents are most effective as front-end support tools that facilitate engagement and emotional expression rather than as autonomous crisis detectors. In the context of Chinese university counseling, the study supports a complementary human–AI model in which intelligent agents lower barriers to help-seeking while trained counselors retain responsibility for risk assessment and intervention. Overall, the results contribute to digital mental health research by clarifying both the relational benefits and safety boundaries of LLM-supported counseling. Full article
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