-
Peipert, A., Krendl, A. C. & Lorenzo-Luaces, L. Waiting lists for psychotherapy and provider attitudes toward low-intensity treatments as potential interventions: survey study. , e39787 (2022).
pubmed_reference_list
-
Punton, G., Dodd, A. L. & McNeill, A. ‘You’re on the waiting list’: An interpretive phenomenological analysis of young adults’ experiences of waiting lists within mental health services in the UK. , e0265542 (2022).
pubmed_reference_list
-
Anderson, K. K. et al. Access and health system impact of an early intervention treatment program for emerging adults with mood and anxiety disorders. , 492–500 (2019).
pubmed_reference_list
-
Mausbach, B. T., Moore, R., Roesch, S., Cardenas, V. & Patterson, T. L. The relationship between homework compliance and therapy outcomes: an updated meta-analysis. , 429–438 (2010).
pubmed_reference_list
-
Prasko, J. et al. Homework in cognitive behavioral supervision: theoretical background and clinical application. , 3809–3824 (2022).
pubmed_reference_list
-
Tran, Q. D. Going beyond waitlists in mental healthcare. , 629–634 (2024).
pubmed_reference_list
-
Karyotaki, E., Furukawa, T. A., Efthimiou, O., Riper, H. & Cuijpers, P. Guided or self-guided internet-based cognitive–behavioural therapy (iCBT) for depression? Study protocol of an individual participant data network meta-analysis. , e026820 (2019).
pubmed_reference_list
-
Titov, N. et al. Treating anxiety and depression in older adults: randomised controlled trial comparing guided V. self-guided internet-delivered cognitive–behavioural therapy. , 50–58 (2016).
pubmed_reference_list
-
Oewel, B., Areán, P. A. & Agapie, E. Approaches to Tailoring Between-Session Mental Health Therapy Activities.In , 696 (2024).
pubmed_reference_list
-
Torous, J., Nicholas, J., Larsen, M. E., Firth, J. & Christensen, H. Clinical review of user engagement with mental health smartphone apps: evidence, theory and improvements. , 116–119 (2018).
pubmed_reference_list
-
Malik, A. et al. Client perspectives on perceived barriers to homework adherence in psychotherapy: An exploratory study from India. , 103206 (2022).
pubmed_reference_list
-
Gilbody, S. et al. Computerised cognitive behaviour therapy (cCBT) as treatment for depression in primary care (REEACT trial): large scale pragmatic randomised controlled trial. , h5627 (2015).
pubmed_reference_list
-
Kuhail, M. A., Alturki, N., Thomas, J., Alkhalifa, A. K. & Alshardan, A. Human-Human vs Human-AI Therapy: An Empirical Study. Int. J. Human–Computer Interact. 1–12 (2024) 10.1080/10447318.2024.2385001.
DOI: 10.1080/10447318.2024.2385001
pubmed_reference_list
-
Meyer, S. & Elsweiler, D. Llm-Based Conversational Agents for Behaviour Change Support: A Randomized Controlled Trial Examining Efficacy, Safety, and the Role of User Behaviour. SSRN Scholarly Paper at https://papers.ssrn.com/abstract=4917769 (2024).
pubmed_reference_list
-
Rollwage, M. et al. Conversational AI facilitates mental health assessments and is associated with improved recovery rates. , (2024).
pubmed_reference_list
-
Rollwage, M. et al. Using conversational AI to facilitate mental health assessments and improve clinical efficiency within psychotherapy services: real-world observational study. , e44358 (2023).
pubmed_reference_list
-
Cabrera, J., Loyola, M. S., Magaña, I. & Rojas, R. Ethical Dilemmas, Mental Health, Artificial Intelligence, and LLM-Based Chatbots. in Bioinformatics and Biomedical Engineering (eds Rojas, I., Valenzuela, O., Rojas Ruiz, F., Herrera, L. J. & Ortuño, F.) 313–326 (Springer Nature Switzerland, Cham, 2023). 10.1007/978-3-031-34960-7_22.
DOI: 10.1007/978-3-031-34960-7_22
pubmed_reference_list
-
Volkmer, S., Meyer-Lindenberg, A. & Schwarz, E. Large language models in psychiatry: Opportunities and challenges. , 116026 (2024).
pubmed_reference_list
-
Freyer, O., Wiest, I. C., Kather, J. N. & Gilbert, S. A future role for health applications of large language models depends on regulators enforcing safety standards. , e662–e672 (2024).
pubmed_reference_list
-
Rollwage, M. et al. The Limbic Layer: Transforming Large Language Models (LLMs) into Clinical Mental Health Experts. Preprint at 10.31234/osf.io/9d7tp (2024).
DOI: 10.31234/osf.io/9d7tp
pubmed_reference_list
-
Spitzer, R. L., Kroenke, K., Williams, J. B. W. & Löwe, B. A brief measure for assessing generalized anxiety disorder: the GAD-7. , 1092–1097 (2006).
pubmed_reference_list
-
Kroenke, K., Spitzer, R. L. & Williams, J. B. The PHQ-9: validity of a brief depression severity measure. J. Gen. Intern. , 606–613 (2001).
pubmed_reference_list
-
Anwyl-Irvine, A. L., Massonnié, J., Flitton, A., Kirkham, N.Z. & Evershed, J. K. Gorilla in our midst: An online behavioral experiment builder. , 388–407 (2020).
pubmed_reference_list
-
Mundt, J. C., Marks, I. M., Shear, M. K. & Greist, J. H. The Work and Social Adjustment Scale: a simple measure of impairment in functioning. , 461–464 (2002).
pubmed_reference_list
-
Natale, V., Fabbri, M., Tonetti, L. & Martoni, M. Psychometric goodness of the Mini Sleep Questionnaire. , 568–573 (2014).
pubmed_reference_list
-
Habicht, J. et al. Generative AI–enabled therapy support tool for improved clinical outcomes and patient engagement in group therapy: real-world observational study. , e60435 (2025).
pubmed_reference_list
-
Limpanopparat, S., Gibson, E. & Harris, D. A. User engagement, attitudes, and the effectiveness of chatbots as a mental health intervention: A systematic review. , 100081 (2024).
pubmed_reference_list
-
Perski, O., Crane, D., Beard, E. & Brown, J. Does the addition of a supportive chatbot promote user engagement with a smoking cessation app? An experimental study. , 2055207619880676 (2019).
pubmed_reference_list
-
Dosovitsky, G., Pineda, B. S., Jacobson, N. C., Chang, C. & Bunge, E. L. Artificial intelligence chatbot for depression: descriptive study of usage. , e17065 (2020).
pubmed_reference_list
-
Ng, M. M., Firth, J., Minen, M. & Torous, J. User engagement in mental health apps: a review of measurement. , 538–544 (2019).
pubmed_reference_list
-
Karkosz, S., Szymański, R., Sanna, K. & Michałowski, J. Effectiveness of a Web-based and Mobile Therapy Chatbot on Anxiety and Depressive Symptoms in Subclinical Young Adults: Randomized Controlled Trial. JMIR Form. , e47960 (2024).
pubmed_reference_list
-
Richards, D. et al. A pragmatic randomized waitlist-controlled effectiveness and cost-effectiveness trial of digital interventions for depression and anxiety. , 85 (2020).
pubmed_reference_list
-
Cheung, K. et al. Evaluation of a recommender app for apps for the treatment of depression and anxiety: an analysis of longitudinal user engagement. , 955–962 (2018).
pubmed_reference_list
-
Xu, J. et al. A scalable mental health intervention for depressive symptoms: evidence from a randomized controlled trial and large-scale real-world studies. , 491 (2025).
pubmed_reference_list
-
Bhatt, S. Digital Mental Health: Role of Artificial Intelligence in Psychotherapy. Ann. Neurosci. 09727531231221612 (2024) 10.1177/09727531231221612.
DOI: 10.1177/09727531231221612
pubmed_reference_list
-
Moshe, I. et al. Digital interventions for the treatment of depression: A meta-analytic review. , 749–786 (2021).
pubmed_reference_list
-
Linardon, J., Cuijpers, P., Carlbring, P., Messer, M. & Fuller-Tyszkiewicz, M. The efficacy of app-supported smartphone interventions for mental health problems: a meta-analysis of randomized controlled trials. , 325–336 (2019).
pubmed_reference_list
-
Jonassaint, C. R. et al. Digital Cognitive Behavioral Therapy vs Education for Pain in Adults with Sickle Cell Disease. 2024013861 (2024) 10.1182/bloodadvances.2024013861.
DOI: 10.1182/bloodadvances.2024013861
pubmed_reference_list
-
Fitzsimmons-Craft, E. E. et al. Effects of Chatbot Components to Facilitate Mental Health Services Use in Individuals With Eating Disorders Following Online Screening: An Optimization Randomized Controlled Trial. , 2204–2216 (2024).
pubmed_reference_list
-
Kim, Y., Kang, Y., Kim, B., Kim, J. & Kim, G. H. Exploring the role of engagement and adherence in chatbot-based cognitive training for older adults: memory function and mental health outcomes. Behav. Inf. Technol. , 2405–2417 (2025).
pubmed_reference_list