The evolving field of digital mental health: current evidence and implementation issues for smartphone apps, generative artificial intelligence, and virtual reality

Cited by (322)

Items 101–200 of 322

1. Putting Lived Experience at the Centre: A Critical Review of Multidisciplinary, Person-Centred Mental Health Care
   Laura Grattidge, Darren Haywood, Nicolas Hart, Bridget Elizabeth Hamilton, Ellie M. Fossey, Melissa Petrakis, David Jonathan Castle · 2026 · Journal of Multidisciplinary Healthcare
2. Safeguarding AI-driven digital health – An adaptation of the Swiss cheese model for safety
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3. Mental health app crisis support assessment framework: development and pilot testing
   Anastasiia Knysh, Taras Pohrebniak · 2026 · Frontiers in Digital Health
4. Autonomous motivation moderates the relationship between fitness application usage and exercise behavior through flow experience: a cross-sectional study among Chinese university students
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5. Supporting Student Mental Health With the Safespace Generative AI Chatbot: Mixed Methods Feasibility Study
   Matteo Pinna, Sergio Galletta, Elliott Ash, Timon Elmer · 2026 · JMIR Formative Research
6. Transforming depression research: The role of artificial intelligence and computational modelling
   Simran Suresh Somkuwar, Ujban Hussain, Dimak C. Sahu, Dr. Mohammad Tauqeer Sheikh, Sameer M. Sheikh, Manoj M. Gautam, Satish S. Meshram, Veena Shailendra Belgamwar · 2026 · In Silico Research in Biomedicine
7. Umbrella review of digital interventions promoting mental health: Enhancing resilience, well-being, and quality of life
   Sophie Nestler, Mariebelle Kaus, Marie Fechtner, Hermann Szymczak, T. Takayama, Zui C. Narita, Christian Apfelbacher, Claudia Buntrock · 2026 · Mental Health & Prevention
8. Body Image and Eating Disorder Education Chatbot, JEM, in Australia and Canada: First 6-Month Real-World Survey Evaluation
   Gemma Sharp, Sara Marini, Emily Tam, Hao Hu · 2026 · JMIR Human Factors
9. AI Mental Health Support and the Case for Distributed Networked Regulation
   Jeannie Paterson · 2026 · Cambridge University Press eBooks
10. Assessing the Effectiveness, Adherence and Attrition of Smartphone‐Based Mental Health Interventions in University Students: A Systematic Review and Meta‐Analysis
    Maya Jabs, Matthew Thompson, Jake Linardon, Mariel Messer, Tracey D. Wade · 2026 · Early Intervention in Psychiatry
11. Examining the Roles of Technology Across the Health Care Journey for Individuals With Obsessive-Compulsive Disorder: Qualitative Interview Study
    Sunidhi Gupta, Lucas Occhino-Moede, Elisa Liu, Thomas Baek, Kaitlyn Sulivan-Pascual, Kendall Phelan, Erica Schug, Megan Mirkis, Tamerlane C Visher, Ujjwal Pasupulety et al. · 2026 · Journal of Medical Internet Research
12. A user centered evaluation framework for mobile health applications using Fuzzy AHP and TOPSIS: evidence from expert reviews and user experience data
    Xinrui Huang, Kaidi Ma · 2026 · Frontiers in Public Health
13. The Longevity of Mental Health Apps: A Survival Analysis of the Largest Mental Health App Database
    Julian Herpertz, Bridget Dwyer, Matthew Flathers, Nils Opel, Christian Otte, Stefan Michael Gold, Ulrich Ebner‐Priemer, Julian Schwarz, Jake Linardon, Sean Ryan et al. · 2026 · American Journal of Psychiatry
14. Digitally Delivered Cognitive Behavioral Interventions for Alcohol and Other Drug Use: Meta-Analysis Across Consumption and Psychosocial Outcomes
    Brian D. Kiluk, Lara A. Ray, Omeed Tartak, Lovisa Werner, Thomas A Trikalinos, Molly Magill · 2026 · JMIR Mental Health
15. Technology-mediated screening interviews for youth mental health: content validation, randomized controlled trial, and expert evaluation
    Izidor Mlakar, Valentino Šafran, Nejc Plohl, Hojka Gregorič Kumperščak, Sara Močnik, Žan Smogavc, Urška Smrke · 2025 · medRxiv
16. Editorial: Advancing digital mental health for youth
    Andreas Balaskas, Wanling Cai, Raymond Bond, Kevin Doherty · 2026 · Frontiers in Digital Health
17. The Bridge Generation: Early Career Psychiatrists at the Ecological Turn of Social Psychiatry
    Maria Bernadett Carandang · 2025 · World Social Psychiatry
18. Building the Infrastructure for Sustainable Digital Mental Health: It’s ‘Prime Time’ for Implementation Science (Preprint)
    Gillian Strudwick, Iman Kassam, John Blake Torous, Sean Patenaude · 2025
19. Evaluating a Digital Mental Health Tool for Implementation Into New Zealand’s Integrated Primary Mental Health and Addictions Service: A Usability Study (Preprint)
    Vincent Allen, Danielle M. Lottridge, Karolina Stasiak · 2025
20. Assessing the feasibility of large-scale digital sensing for depression and anxiety: The Digital Mental Health Study
    Christie Douglas, Eliza L. Congdon, Crane Huang, Darsol Seok, Zachary Daniel Cohen, Samir Akre, Veronica Tozzo, Feiyang Huang, Danielle Ramo-Larios, Raphe A Bernier et al. · 2025 · medRxiv
21. What is the strength of evidence to support decision-making on the use of digital mental health technologies? A cross-sectional analysis of studies supporting NICE evaluations (Preprint)
    Gareth Hopkin, Holly Coole, Francesca Edelmann, John Powell, Mark Salmon, Sophie Cooper · 2025
22. It’s Not Just All in Your Head
    Nicola Riccardo Polizzotto, Jessica C. Badawi, Marsal Sanches, Scott D. Lane, Michelle A. Patriquin · 2025 · Psychiatric Clinics of North America
23. A Review on Mental Health Integration and Digital Therapeutics in Primary Care
    Johanna Carlbring, Lasse Bosse · 2025 · Dinkum Journal of Medical Innovations
24. An investigation of urban experiencescape and restorative environment for wellness tourism
    Rimsha Khalid, Mohsin Raza, Bruce Richard Prideaux · 2025 · International Journal of Spa and Wellness
25. A Qualitative Study of Youth Mental Health Service Users’ Views on the Delivery of Psychological Interventions via Virtual Worlds
    Melissa Keller-Tuberg, Imogen H. Bell, Greg Wadley, Andrew David Thompson, Neil Thomas · 2025 · Virtual Worlds
26. Breaking mental health stigma: the impact of online reviews on the adoption of e-mental health platforms
    René Hubert Kerschbaumer, Alice Danglmaier, Silvia Geier, Clara Wawrina · 2025 · International Journal of Pharmaceutical and Healthcare Marketing
27. Strength of Evidence to Support Decision-Making on the Use of Digital Mental Health Technologies in NICE Evaluations: Cross-Sectional Analysis of Studies
    Gareth Hopkin, Holly Coole, Francesca Edelmann, john a. powell, Mark Salmon, Sophie Cooper · 2025 · JMIR Mental Health
28. Adult Digital Mental Health Tool Use From 2019-2022: Findings from the California Health Interview Survey
    Biblia S. Cha, Jeongmi Kim, Judith Willemijn Borghouts, Elizabeth Victoria Eikey, Margaret L. Schneider, Stephen Matthew Schueller, Nicole A. Stadnick, Kai Zheng, Dana B. Mukamel, Dara H. Sorkin · 2025 · Psychiatric Quarterly
29. Between Expression and Empathy: Exploring Depression Narratives and Emotional Engagement on Egyptian YouTube
    heba Shaheen · 2025 · Research Square
30. Digital innovations in mental health
    K. Jayasankara Reddy · 2025 · Elsevier eBooks
31. Detecting psychosis via natural language processing of social media posts: potentials and pitfalls
    Laurin Plank, Armin Zlomuzica · 2025 · Neuropsychologia
32. Developing a User-Centred Interface Design Framework for the DELONELINESS System in Older Adults: A Mixed Methods Study (Preprint)
    Yi Zhou, Jessica Rees, Faith Matcham, Michela Antonelli, Sebastien Ourselin A, Wei Liu · 2025
33. Computational Approaches in Borderline Personality Disorder
    Elham Amjad, Babak Sokouti · 2025 · Springer eBooks
34. Process evaluation of digital mental health interventions for psychosis: A mixed-methods systematic review with framework synthesis (Preprint)
    Chloe Hampshire, Charlotte Dack, Shadi Daryan, Carolina Fialho, Rayan Taher, Ashley‐Louise Teale, Jenny Yiend, Pamela Charlotte Jacobsen · 2025
35. The future of psychiatry: a dozen questions while gazing into the crystal ball
    Debasish Basu · 2025 · International Review of Psychiatry
36. Can depression and anxiety apps improve quality of life, wellbeing, and disability outcomes? Meta-analysis of randomized controlled trials
    Cleo Anderson, Jake Linardon · 2025 · Cognitive Behaviour Therapy
37. Prioritizing the child’s psychological health: Integrating into primary health care and training of health professionals
    Prasanna Kumar Neredumilli, Haralahalli D Bhagyavathi · 2025 · Archives of Mental Health
38. The future of psychiatry in Brazil: insights from global perspectives and local realities
    Helena Ferreira Moura, Brenda Maria Batista de Carvalho Luz, Lisia Von DIEMEN, Félix Henrique Paim Kessler · 2025 · International Review of Psychiatry
39. Wearable-Based Assessment for Relapse Prediction Following Repetitive Transcranial Magnetic Stimulation for Depression: Protocol for a Feasibility Study (WARN-D Study)
    Clarissa Dine, Zakariya Rekkas, Benicio Noronha Frey, Sridhar Krishnan, Dante G.G. Duarte, Fabiano A. Gomes, Michael S. B. Mak, Caroline Wanderley Espinola · 2026 · JMIR Research Protocols
40. From Neuroscience to Educational Technology: A Theoretical 5&4 Model Driven Study on Digital Interventions for College Students’ Mental Health (Preprint)
    Shanshan Hao, Xiaoshu Xu, Xibing Wang, Wei Wei · 2025
41. Gamified mental health: digital therapeutic alliance and mental well-being
    Suhani Hirpara, Zidan Kachhi · 2025 · Mental Health and Digital Technologies
42. THE IMPACT OF MOBILE APPLICATIONS ON HEALTHY LIFESTYLES AND CHRONIC DISEASE MANAGEMENT
    Joanna Barwacz, Dagmara Gładysz, Magdalena Adamik, Layla Settaf-Cherif, Katarzyna Malinowska, Elhatra Settaf-Cherif · 2025 · International Journal of Innovative Technologies in Social Science
43. A Qualitative Exploration of Post‐Injury Challenges and the Potential Role of the PTSD Coach Mobile Application to Improve Recovery Among Acutely Injured Patients
    Maria L. Pacella‐LaBarbara, Megan Hamm, Neil Kenkre, Enzo G. Plaitano, Natalee Gallo, Harry J. Morford, Eric R. Kuhn, Brian P. Suffoletto · 2026 · Journal of Clinical Psychology
44. Bibliometric Profile of Digital Mental Health (DMH) Interventions: Mapping of Advantages, Disadvantages, Effectiveness, Risks, and Future Potential
    Elif Gülçin ÇELİK ATEŞ, Esma Daşcı, Aslı Aşçioğlu Önal, Ebru Güç · 2026 · Erzincan Üniversitesi Eğitim Fakültesi Dergisi
45. Development of a supportive mHealth device for persons with schizophrenia spectrum disorders (KisoLightApp): a usability study within a participant-involvement principle
    Laura Fässler, Balahan Ersöz, I.M. Hahne, Sarah Koop, Kerem Böge · 2026 · Frontiers in Psychology
46. Community-based multisensory environments as preventive public health interventions for mental well-being in older adults: evidence from a large-scale study in China
    Han Zhang, Siqi Zhu · 2026 · Frontiers in Public Health
47. Research Progress on Digital Biomarkers and Digital Therapeutics for Schizophrenia
    超 张 · 2026 · Advances in Psychology
48. The evolving role of WPA Collaborating Centres: new perspectives and future directions
    Andrea Fiorillo, Kristina Adorjan, Muhammad W. Azeem, Debasish Basu, Bianca Della Rocca, LC Lam, Roisin Mooney, Pratima Murthy, Victoria Mutiso, David Musyimi Ndetei et al. · 2026 · World Psychiatry
49. The Marketing of Mental Health Services through Sport: A Point–Counterpoint Discussion
    Lauren Beasley, Beth A. Cianfrone · 2026 · Journal of Sport and Social Issues
50. Workforce Readiness for Mobile Health Applications in Integrated Primary Care: A Technology Acceptance Model Study (Preprint)
    D. J. Johnson · 2026
51. PsyAPP: The Development of a Mobile Application for Effective Health Management in Mentally Ill Patients
    Marta Llorente-Alonso, Cristina García‐Ael, Gabriela Topa, Ana Fernández-Araque, Lourdes Jiménez‐Navascués, Mª Ángeles Martínez-Casado, Irene Garcés Carretero, Andrea Cuervas Mons Tejedor · 2026 · Journal of Clinical Medicine
52. Mental Health Literacy About Depression in Public Security Police Officers: A Descriptive Cross-Sectional Study
    Luis Manuel de Jesus Loureiro, Joel Araújo, Ana Teresa Pedreiro, Rosa Simões · 2026 · Psychiatry International
53. Cultural Adaptation of a Digital Mobile App for Bipolar Disorder (PolarUs): Protocol for a Qualitative Co-design Study (Preprint)
    Leena W. Chau, Jill Murphy, Emma E. Morton, Martin D. Provencher, Delphine Raucher‐Chéné, Steven J. Barnes, Erin E. Michalak · 2026
54. Zwischen Hoffnung, Hype und Hürden: Digitale Gesundheitsanwendungen für psychische Störungen
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55. Evaluating a Digital Mental Health Tool for Implementation Into New Zealand’s Integrated Primary Mental Health and Addictions Service: Usability Study
    Vincent Allen, Danielle M. Lottridge, Karolina Stasiak · 2026 · JMIR Human Factors
56. Help on Demand, a Self-Directed Mobile App Intervention for Gambling Problems: Development and Usability Study
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57. A Personalised Well-Being App for Staff Working in Healthcare Settings: A Pilot Feasibility Study
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58. Clinically Meaningful Improvement in Depression and Anxiety Among Psychiatry Patients Within a Measurement-Based Care Digital Mental Health Intervention: A Retrospective Analysis of Real-World Data from Rula Health
    Kelsey Lynn McAlister, Lara Michelle Baez, Douglas A. Newton, Sam Seiniger, Allie Woodhouse, Jennifer Huberty · 2026 · INQUIRY The Journal of Health Care Organization Provision and Financing
59. From Signals to Symptoms
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60. The Mental Health Technology Assessment of Quality (MTAQ): Development of a novel quality assurance framework for digital mental health tools
    Chris Attoe, Raul Szekely, Marta Ortega Vega, Emma Browne, Rebecca Thomas, Cho Wing Tiffany Kwan, Polina Altchouler, Anushka De, Nina Hariharan, Geraldine Clay et al. · 2026 · Digital Health
61. Monitoring and evaluation of digital mental health assessments in adults with mild to moderate intellectual disability and concurrent mental illness: a pilot study
    Mohd Faisal, Richard Harris, Niamh Orla Finan, Margaret McCormack, Salvatore Tedesco, Colum Crowe, Alexander P. Kanon, Evan Yacoub, Frédéric Adam, Gerard A. Clarke · 2026 · BMC Psychiatry
62. AI and Digital Health Literacy in Psychiatry
    Gillian Strudwick, Iman Kassam, Julian Schwarz, Sean Patenaude, Carly Whitmore, David A. Benrimoh, Carla Gorban, Frank Iorfino, Sanjeev Sockalingam · 2026 · Current Treatment Options in Psychiatry
63. Reducing Depressive Symptoms through AI-Guided Narrative Self-Films: A Formative Randomized Controlled Trial
    Elvin Yao, Harry Yang · 2026 · Journal of Technology in Behavioral Science
64. Cultural Adaptation of a Digital Mobile App for Bipolar Disorder (PolarUs): Protocol for a Qualitative Co-Design Study
    Leena W. Chau, Jill Murphy, Emma E. Morton, Martin D. Provencher, Delphine Raucher‐Chéné, Steven J. Barnes, Erin E. Michalak · 2026 · JMIR Research Protocols
65. Large Language Model–Based Behavioral Activation Chatbot for Young People With Depression Using Artificial Users and Clinical Experts: Mixed Methods Evaluation
    Florian Onur Kuhlmeier, Leon Hanschmann, Melina Rabe, Stefan Lüttke, Eva‐Lotta Brakemeier, Alexander Maedche · 2026 · JMIR Mental Health
66. Digital Self-Guided Mental Health Interventions to Prevent Workplace Burnout and Enhance Psychological Wellness: Systematic Review of Theory, Content, and Effectiveness (Preprint)
    Ehsan Etezad, John Edward Fiset, Raghid Al Hajj · 2026
67. Contextual Stress Detection in Social Media Using Transformer-Based Language Models
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68. Developing an AI-Enhanced Individualized Prediction Tool for Psychopathological Symptoms in Vietnam: A Study Protocol
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69. Digital Self-Guided Mental Health Interventions to Prevent Workplace Burnout and Enhance Psychological Wellness: Systematic Review of Theory, Content, and Effectiveness (Preprint)
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70. Cystic Fibrosis and Digital Technology: A Systematic Review
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71. Bridging the gap by improving access to psychological services in low resource settings
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72. Operational Cyberpsychology: Cognitive Targeting and Precision Influence in Contested Digital Environments
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73. Knowledge, attitudes, and interest in electronic mental health services among medical students at King Saud University, Saudi Arabia
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74. Digital Health Informatics: Bridging Clinical Gaps through AI, Wearable Sensors, and Telemedicine Technologies
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75. Deprem afetlerinde sağlık çalışanlarının ruhsal sağlığını korumak: Türkiye özelinde müdahale önerileri
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76. Self-directed use of a generative artificial intelligence chatbot for mental health therapy and associated outcomes among university students in Tanzania
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77. Engagement With a Digital Mental Health Intervention for University Students: A Qualitative-Driven Mixed-Methods Study (Preprint)
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78. Do Star Ratings Reflect User Needs? Analyzing User Experiences and Perceptions with Mental Health Mobile Applications (Preprint)
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79. CENTANAFADINE IN ATTENTION-DEFICIT/HYPERACTIVITY DISORDER: PHARMACOLOGICAL INNOVATION WITHIN DIGITALLY MEDIATED AND STRUCTURALLY STRATIFIED HEALTH SYSTEMS
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80. Associations Between Baseline Severity and Treatment Effects in Digital Interventions for Eating Disorders: A Meta‐Regression
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81. "Tech" a Deep Breath: Technology-guided Breathing Practise With or Without a Social Robot for Psychological and Emotional Well-Being
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82. Transforming Mental Health Care Through AI Technology
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83. The Digital Competences of Exercise Therapists in Obesity Care: A Step Towards Digital Sovereignty Assessed with the DigCompThExO Questionnaire
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84. Where next for psychiatry: its past, present and future
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85. Ethical, legal, and social implications of AI-enabled digital therapeutics: A comparative analysis of risk-based regulatory frameworks in the European Union and Japan
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86. Personalized Treatment Selection for Digital Eating Disorder Interventions: A Proof‐of‐Concept for the Personalized Advantage Index
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87. Redesigning Mental Health Care: Core Principles for Integrating Systems, Technology and Clinical Workflows
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88. Pilot Feasibility Randomized Controlled Trial of Mindful Journey: A Digital Mindfulness-Based Treatment for Substance Use Disorder
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89. Development and Pilot Test of a Novel Digital Social Support Intervention for Reducing Hazardous Alcohol Use
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90. Do Antipsychotics Work in People with Schizophrenia?
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91. Challenge as a catalyst for coping: joint effects of objective and perceived social isolation in reducing excessive social media use
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92. “Knowing When to Validate”: Psychologists’ Perspectives on Integrating AI Conversational Agents Into Dialectical Behavior Therapy for Borderline Personality Disorder: Qualitative Interview Study (Preprint)
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93. Early detection of high-risk users in a digital peer-to-peer mental health support platform
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94. Counselor gender and scenario severity in virtual reality counseling: a neurophysiological and behavioral analysis for female university students in South Korea
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95. Biosensor-Integrated Virtual Reality for Cognitive Behavioral Therapy in Psychosis: A Systematic Review of a New Therapeutic Frontier
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96. Context-Aware Emotional Support Platform
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97. Lessons from a ‘low-tech’ community approach to youth mental health in Argentina: shared space, purpose and stories
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98. Magnitude and Moderators of Depressive Symptom Improvement in Digital Placebo Arms: Systematic Review and Meta-Analysis
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99. A review of the emergence of AI-driven cognitive digital phenotyping: Multimodal sensing, foundation models, and the path toward digital twins for human cognition
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100. Introduction to Telehealth in Psychological Services
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