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Matthew Flathers

Observed names: Flathers M., Flathers, M, Flathers, Matthew
ORCID: 0009-0004-3351-0688
Observed ORCID: 0009-0004-3351-0688
OpenAlex ID: A5098779094
Charting the evolution of artificial intelligence mental health chatbots from rule‐based systems to large language models: a systematic review
2025 · Yining Hua, Steve Siddals, et al. · World Psychiatry · 116
Governing AI in Mental Health: 50-State Legislative Review
2025 · J Nicholas Shumate, Eden Rozenblit, et al. · JMIR Mental Health · 33
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Smartphone digital phenotyping in mental health disorders: A review of raw sensors utilized, machine learning processing pipelines, and derived behavioral features
2025 · Jake Linardon, Kelly Chen, et al. · Psychiatry Research · 27
Beyond artificial intelligence psychosis: a functional typology of large language model-associated psychotic phenomena
2026 · Matthew Flathers, Spencer Roux, et al. · The Lancet Digital Health · 24
Mindbench.ai: an actionable platform to evaluate the profile and performance of large language models in a mental healthcare context
2025 · Bridget Dwyer, Matthew Flathers, et al. · NPP—Digital Psychiatry and Neuroscience · 19
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Transforming Digital Phenotyping Raw Data Into Actionable Biomarkers, Quality Metrics, and Data Visualizations Using Cortex Software Package: Tutorial
2024 · James Burns, Kelly Chen, et al. · Journal of Medical Internet Research · 19
Social Media Detox and Youth Mental Health
2025 · Elombe Calvert, Maddalena Cipriani, et al. · JAMA Network Open · 17
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AI depictions of psychiatric diagnoses: a preliminary study of generative image outputs in Midjourney V.6 and DALL-E 3
2024 · Matthew Flathers, Griffin Smith, et al. · BMJ Mental Health · 14
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Interpreting psychiatric digital phenotyping data with large language models: a preliminary analysis
2025 · Matthew Flathers, Winna Xia, et al. · BMJ Mental Health · 10
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Assessing Digital Phenotyping for App Recommendations and Sustained Engagement: Cohort Study
2024 · Bridget Dwyer, Matthew Flathers, et al. · JMIR Formative Research · 10
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Contextualizing Clinical Benchmarks: A Tripartite Approach to Evaluating LLM-Based Tools in Mental Health Settings
2025 · Matthew Flathers, Bridget Dwyer, et al. · Journal of Psychiatric Practice · 7
Evaluating the performance of general purpose large language models in identifying human facial emotions
2025 · Benjamin W. Nelson, Ari Winbush, et al. · npj Digital Medicine · 7
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LINC: a framework for maintaining high-quality passive data in digital phenotyping studies
2026 · Elombe Calvert, Erlend Lane, et al. · Scientific Reports · 5
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Towards clinical subtypes in schizophrenia: integrating cognitive, functional, and digital phenotyping assessments
2025 · Andrew Jin Soo Byun, Erlend Lane, et al. · Molecular Psychiatry · 5
The Longevity of Mental Health Apps: A Survival Analysis of the Largest Mental Health App Database
2026 · Julian Herpertz, Bridget Dwyer, et al. · American Journal of Psychiatry · 1
Benchmarking Language Models for Clinical Safety: A Primer for Mental Health Professionals
2026 · Matthew Flathers, Phuong Anh Nguyen, et al. · Psychotherapy and Psychosomatics · 1
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Correction: Mindbench.ai: an actionable platform to evaluate the profile and performance of large language models in a mental healthcare context
2026 · Bridget Dwyer, Matthew Flathers, et al. · NPP—Digital Psychiatry and Neuroscience · 1
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Sleep Estimation from Low Frequency Smartphone Sensors via Bayesian Hidden Markov Model
2025 · Andrew Jin Soo Byun, Yufan Li, et al. · Research Square · 1
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Governing AI in Mental Health: A 50-State Legislative Analysis (Preprint)
2025 · J. Nicholas Shumate, Eden Rozenblit, et al. · 1
Evaluating the Performance of Large Language Models in Identifying Human Facial Emotions: GPT 4o, Gemini 2.0 Experimental, and Claude 3.5 Sonnet
2025 · Benjamin W Nelson, Ari Winbush, et al. · 1
From Model to Product: Understanding and Teaching AI Evidence
2026 · Matthew Flathers, Phuong Anh Nguyen, et al. · Academic Psychiatry
Use and Perceptions of AI Chatbots for Mental Health Support Among Adults With Lived Experience: Cross-Sectional Survey Study (Preprint)
2026 · Haruka Notsu, Phuong Anh Nguyen, et al.
Therapeutic Functions in Large Language Model Responses to Emotional Disclosures: Qualitative Content Analysis
2026 · Haruka Notsu, Sean Ryan, et al. · JMIR Formative Research
Depictions of Depression in Generative AI Video Models: Mixed Methods Study of OpenAI’s Sora 2
2026 · Matthew Flathers, Griffin Smith, et al. · Journal of Medical Internet Research
Sources of Truth: A Multi-Platform, Multilingual Audit of Citations in AI Mental Health Information Queries
2026 · Nguyen, Phuong Anh, Noorily, Jill, et al. · arXiv (Cornell University)
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Works count: 41
Citation count: 319
H-index: 10
I10-index: 10
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