ReviewFrontiers in digital health2025
Promoting mental health in the age of new digital tools: balancing challenges and opportunities of social media, chatbots, and wearables.
Review in Frontiers in digital health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
10 citing papers in PubMed.
- The Many Faces of Stress: Preliminary Validation of a Remote Photoplethysmography-Based Tool for Psychophysiological Stress and Emotional Distress Monitoring.Healthcare (Basel, Switzerland) · 2026Article
- Real-World Engagement With a Generative AI Conversational Agent for Mental Health Support: Retrospective Descriptive Study.JMIR formative research · 2026Article
- Linking Perceived Hospital-Generated Content to Psychological Well-Being Through Integrated Cognitive and Emotional Resilience Mechanisms Among Emerging Adults.International journal of environmental research and public health · 2026Article
- Current Landscape of Mental Health Conversational Agents From a Trauma-Informed Care Lens: Scoping Review.JMIR mental health · 2026Article
- Personalized Insights Derived from Wearable Device Data and Large Language Models to Improve Well-Being.medRxiv : the preprint server for health sciences · 2026Article
- Mental health chatbots and their technical features: A systematic review of reviews and a thematic analysis.Global mental health (Cambridge, England) · 2026Review
- A Chatbot-Based Version of a World Health Organization-Validated Intervention (Self-Help Plus) for Stress Management in Pregnant Women: Protocol for a Usability Study.JMIR research protocols · 2025Article
- Alter egos alter engagement: perspective-taking can improve disclosure quantity and depth to AI chatbots in promoting mental wellbeing.Frontiers in digital health · 2025Article
- Anxiety relief in the post-pandemic era: a randomized trial on the integration of digital technology into dance art healing.Frontiers in psychology · 2025Article
- Comparing AI and physician medical advice quality and humanistic care on social media platforms.Digital healthArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The promotion of mental health is essential for global health, affecting millions with disorders such as anxiety and depression. Although stigma and discrimination hinder progress, these conditions are often preventable or manageable at minimal cost. The adoption of digital tools in mental health promotion, including telemedicine, online therapy, social media, and wearables, offers promising new avenues to address these issues. This review proposes a framework that focuses on the use of digital tools to enhance health literacy, foster behavioral change, and support sustained positive health behaviors. Platforms such as TikTok, Facebook, and Instagram can effectively disseminate health information, increase awareness, and enhance social accountability. Artificial intelligence-driven virtual agents offer personalised mental health interventions, providing motivational support and customised advice. Additionally, wearable technology (e.g., fitness trackers and smartwatches) enables real-time monitoring of vital health metrics, encouraging ongoing healthy activities. Nonetheless, these technologies introduce challenges including privacy issues, data security, and equitable access to digital resources, raising a new class of rights to protect mental privacy, guard against algorithm bias, and prevent personality-changing manipulations. The absence of human interaction in fully digital solutions also raises concerns about a lack of empathy and emotional connection. For optimal use of digital tools in mental health, integration with conventional care practices and adaptation to diverse cultural and social backgrounds are necessary. The results of this review suggest that digital tools, when carefully implemented, can significantly improve mental health outcomes by making care more accessible, tailored, and effective, especially for underserved communities.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.