Predictive Analytics in Clinical Psychology

Advances in psychology, mental health, and behavioral studies (APMHBS) book series, Год журнала: 2025, Номер unknown, С. 313 - 332

Опубликована: Янв. 3, 2025

Predictive analytics, powered by advancements in machine learning (ML), is reshaping the landscape of clinical psychology and mental health care. This paper explores transformative potential ML algorithms early diagnosis, personalized treatment planning, predictive risk assessments for disorders. By analysing complex datasets, including behavioural, genetic, environmental variables, models provide unprecedented accuracy identifying patterns factors associated with conditions such as depression, anxiety, bipolar disorder, schizophrenia. The study highlights integration natural language processing (NLP) patient interactions, wearable technologies real-time monitoring, reinforcement adaptive therapeutic interventions. concludes emphasizing a collaborative approach involving clinicians, data scientists, policymakers to ensure equitable effective implementation.

Язык: Английский

---

Feasibility and utility of mobile health interventions for depression and anxiety in rural populations: A scoping review

Internet Interventions, Год журнала: 2024, Номер 35, С. 100724 - 100724

Опубликована: Фев. 3, 2024

Despite the potential of mobile health (mHealth) to address high rates depression and anxiety in underserved rural communities, most mHealth interventions do not explicitly consider realities life. The aim this scoping review is identify examine available literature on that needs populations order gauge their feasibility utility for addressing anxiety. Additionally, we provide an overview users' perceptions about preferences mHealth-delivered mental screening intervention systems. Out 169 articles identified, 16 met inclusion criteria. Studies were conducted across a wide range countries, age groups, subpopulations including individuals with bipolar disorder, anxiety, perinatal depression, PTSD, chronic pain, as well refugees, veterans, transgender LGBTQ+ individuals. All feasibility/acceptability testing stage users. Identified strengths included simplicity, accessibility, convenience, availability support between sessions providers, remote access care team. Weaknesses problems charging phone batteries exceeding data limits, privacy concerns, general lack comfort app-based support. Based upon review, recommendations future development value developer-user coproduction methods, need user variation smartphones, or connectivity limitations, stigma, confidentiality concerns communities.

Язык: Английский

---

A Scoping Review of Digital Interventions for the Promotion of Mental Health and Prevention of Mental Health Conditions for Young People

Oxford Open Digital Health, Год журнала: 2025, Номер 3

Опубликована: Янв. 1, 2025

Digital mental health (DMH) interventions leveraging digital technologies, such as mobile applications, web-based platforms, artificial intelligence and wearable devices, have emerged a promising avenue for addressing the needs of young people. This scoping review examines landscape primary secondary preventive DMH people aged 10-24 years. Six electronic databases were searched, leading to final incorporation 81 studies published between 2010 2022. Each these corresponds unique intervention. Our findings reveal that research activity in area promotive started gaining ground from 2019 onwards, with majority conducted Australia USA. 70% total targeted prevention conditions. Randomized controlled trials predominant study methodology, while well-being, depressive disorders, anxiety life skills disorders specifically associated stress most or well-being Finally, applications web interfaces studied form interventions. Most integrated advanced AI/ML algorithms serve purpose personalization real-time monitoring. However, there is marked need more emphasis on and, especially, measures, well active inclusion low- middle-income countries future research.

Язык: Английский

---

Provider Perspectives on the Use of Mental Health Apps, and the BritePath App in Particular, With Adolescents at Risk for Suicidal Behavior: Qualitative Study

JMIR Human Factors, Год журнала: 2025, Номер 12, С. e64867 - e64867

Опубликована: Фев. 26, 2025

Background Many youth with significant mental health concerns face limited access to services. Digital programs, such as mobile apps designed address issues, have the potential expand strategies for managing these conditions. However, few are specifically experiencing severe concerns, suicidal ideation. BritePath is a new app developed enhance communication and interaction between providers at risk behavior. Objective This study aims explore care providers’ opinions regarding use of Methods We conducted individual semistructured interviews 17 across 7 states. Interviews were via video, recorded, transcribed. Codes using team-based approach, discrepancies resolved through team discussions. Results Most aware in general expressed interest trying patients depression, suicidality, or both. Analyses identified 4 key themes related apps: (1) almost all viewed an adjunct to, rather than replacement for, psychotherapy visits; (2) most concerned about cost them; (3) noted challenge maintaining patient engagement over time; (4) privacy, terms both data shared developers privacy within families. additional themes: believed that safety plans could be beneficial behavior; reported BritePath’s interactive features youth; appreciated flexibility ability tailor its content needs; integrating into clinical workflows systems. Conclusions The expanding, yet there understanding how effectively integrate tools treatment. Providers increasingly referring apps, also several particularly safety.

Язык: Английский

---

Stepped care, stepped care “lite” & matching intervention components to individual mental health needs: A rapid scoping review of mental health and substance use interventions for post-secondary students

PLoS ONE, Год журнала: 2025, Номер 20(3), С. e0319473 - e0319473

Опубликована: Март 25, 2025

Purpose Stepped Care Models (SCM) and other approaches for organizing the delivery of services resources by individual mental health (MH) needs are being increasingly implemented in post-secondary institutions. However, no consensus definitions exist what constitutes a SCM students (PSS), there is little guidance evaluation these complex, multicomponent interventions. The purpose this research to identify characterize MH substance use interventions PSS that apply SCM, stepped approach (i.e., care “lite”), and/or organize resources/services based on needs. Methods A rapid scoping review peer-reviewed articles was conducted using OVID MEDLINE®, Embase, EBSCO CINAHL, PsycINFO®, ERIC. Eligible studies included improving or among applying another way offered according Results: 5757 abstracts were reviewed, resulting full text examination 172 studies. Data extracted from 68 eligible comprising 50 (SCMs: n = 7, “lite”: 13; organized matched needs: 30). Almost all involved website/app symptom tracking often within intervention. Most addressed either alcohol use, depression, anxiety eating disorders. variety models applied, but not generally geared look at individual-level outcomes manner captured overall effect related specific “dose” intervention received. focused symptoms, satisfaction, utilization; student-related such as academic success rarely used. Student co-design described. Conclusions/Implications Despite increasing implementation SCMs settings, few model have been published. Drawing strengths shortcomings identified, recommendations future work area presented.

Язык: Английский

---

The MinDag app for symptom monitoring and feedback to patients and clinicians during the initial treatment of bipolar disorder – a feasibility study

International Journal of Bipolar Disorders, Год журнала: 2025, Номер 13(1)

Опубликована: Апрель 3, 2025

Язык: Английский

---

Mobile-based ecological momentary assessment and intervention: bibliometric analysis

Frontiers in Psychiatry, Год журнала: 2024, Номер 15

Опубликована: Фев. 26, 2024

The aim of this article was to review existing documents in the field mobile-based EMA and EMI, provide an overview current hot topics, predict future development trends. We conducted a bibliometric study on EMI publications that were collected from Web Science Core Collection database. Biblioshiny CiteSpace utilized analyze scientific productions, leading sources, authors, affiliations, documents, research keywords, trend topics. A total 2222 related published between 1992 2023 retrieved. In recent years, scholarly have generally increased research, particularly last decade. JMIR mHealth uHealth (n=86), as well (n=73), showed highest number publications. United States (n=1038), Germany (n=218) Netherlands (n=175) countries. Regarding keyword co-occurrence topics analysis, mental health, health behaviors, feasibility research. Future trends included using for tailoring just-in-time adaptive interventions (JITAI), digital phenotyping. This is valuable resource understanding field's evolution Our analysis indicates great potential behaviors but implementation should consider reactivity issues carefully. Emerging include EMA-tailored JITAI, future, strengthening multidisciplinary cooperation will be necessary promote continued field.

Язык: Английский

---

Gamified Digital Mental Health Interventions for Young People: Scoping Review of Ethical Aspects During Development and Implementation

JMIR Serious Games, Год журнала: 2024, Номер 12, С. e64488 - e64488

Опубликована: Ноя. 28, 2024

Background Young people are particularly at risk of developing mental health problems, a challenge exacerbated by the COVID-19 pandemic. Digital tools such as apps and chatbots show promise in providing accessible, cost-effective, less stigmatized ways strengthening their health. However, while these interventions offer benefits, they extend measures beyond traditional therapeutic settings relationships, which raises ethical concerns due to absence established guidelines regulations. This is notable for technologies incorporating serious gaming elements. In addition, adolescents sensitive times vulnerable phase, shows great potential effective use preventive sensitizing measures. Considering lack an integration into existing structures among many young users, considerations become crucial. Objective scoping review aims build knowledge base on aspects implementing gamified digital people. Methods We conducted search research articles conference papers from 2015 2023 English, German, Spanish. identified 1815 studies using unique combination keywords databases Scopus, Web Science, MEDLINE, PsycINFO. After removing duplicates (741/1816, 40.8%), we included total 38 publications this following double screening process. Results found that ethically relevant were discussed with regard (1) ethics, (2) principles (including privacy, accessibility, empowerment autonomy, cultural social sensitivity, co-design), (3) groups, (4) implications implementation facilitators specific contexts, relationship other options, economic aspects, embeddedness technologies). Conclusions prevailing limited interpretation “ethics” ethics across publications. It also discussion co-design frequently viewed instrumental terms vulnerability mostly addressed pragmatically. Through concrete examples how researchers game designers thus far have mitigated challenges interventions, illustrates issues do or not prompt diverse reflections, mitigation strategies, actions. advocates be integrated ongoing practice throughout all stages elements

Язык: Английский

---

The Use of Mobile Assessments for Monitoring Mental Health in Youth: Umbrella Review

Journal of Medical Internet Research, Год журнала: 2023, Номер 25, С. e45540 - e45540

Опубликована: Сен. 19, 2023

Background Improving mental health in youth is a major concern. Future approaches to monitor and intervene problems should rely on mobile tools that allow for the daily monitoring of both actively (eg, using ecological momentary assessments [EMAs]) passively digital phenotyping) by capturing individuals’ data. Objective This umbrella review aims (1) report main characteristics existing reviews young people, including health; (2) describe EMAs trace data conditions investigated; (3) results; (4) outline promises, limitations, directions future research. Methods A systematic literature search was carried out 9 scientific databases (Communication & Mass Media Complete, Psychology Behavioral Sciences Collection, PsycINFO, CINAHL, ERIC, MEDLINE, ProQuest Sociology Database, Web Science, PubMed) January 30, 2022, coupled with hand updated July 2022. We included (systematic) context health, specific focus populations, children, adolescents, adults. The quality evaluated AMSTAR (Assessment Multiple Systematic Reviews) checklist. Results After screening process, 30 (published between 2016 2022) were this review, which 21 (70%) (30%) narrative reviews. focused symptoms depression (5/21, 24%); bipolar disorders, schizophrenia, or psychosis (6/21, 29%); general ill-being cognitive abilities (2/21, 9.5%); well-being (1/21, 5%); personality suicidal thoughts 5%). Of reviews, 15 (71%) summarized studies used apps tracing, 2 (10%) them intervention, 4 (19%) intervention tracing. Mobile smartphones only (8/21, 38%), wearable devices 29%), other (7/21, 33%). In total, 29% (6/21) EMAs, interventions; 33% (7/21) data; 38% (8/21) both. Narrative mainly discussion issues related phenotyping, theoretical frameworks used, new opportunities, practical examples. Conclusions interventions are promising tools. Opportunities low- middle-income countries, integration multimodal data, improving self-efficacy self-awareness health) limitations absence frameworks, difficulty assessing reliability effectiveness such approaches, need appropriately assess studies) further discussed. Trial Registration PROSPERO CRD42022347717; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=347717

Язык: Английский

---

[Retracted] The Mining Method of Ideological and Political Elements in University Public Mental Health Courses Based on Artificial Intelligence Technology

Journal of Environmental and Public Health, Год журнала: 2022, Номер 2022(1)

Опубликована: Янв. 1, 2022

Artificial intelligence technology has become an important part of the development Internet technology. can help colleges and universities optimize network ideological political teaching system. provides more accurate data resources rich reliable educational means for online public mental health education in universities. This paper comprehensively uses a variety methods such as qualitative quantitative analysis, case empirical literature artificial been closely integrated with The model systematically analyzes optimization system universities, constructs innovation Based on comprehensive analysis this further proposes application On basis, conducts in-depth supports through various forms idea innovation, path carrier mechanism innovation.

Язык: Английский

---