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Speech Emotion Recognition in Mental Health: Systematic Review of Voice-Based Applications

Eric Jordan, Raphaël Terrisse, Valeria Lucarini, Motasem Alrahabi, Marie-Odile Krebs, Julien Desclés, Christophe Lemey

JMIR Ment Health 2025;12:e74260

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Changes in Mental State for Help-Seekers of Lifeline Australia’s Online Chat Service: Lexical Analysis Approach

Kelly Mazzer, Sonia Curll, Hakar Barzinjy, Roland Goecke, Mark Larsen, Philip J Batterham, Nickolai Titov, Debra Rickwood

JMIR Form Res 2025;9:e63257

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Balancing Between Privacy and Utility for Affect Recognition Using Multitask Learning in Differential Privacy–Added Federated Learning Settings: Quantitative Study

Mohamed Benouis, Elisabeth Andre, Yekta Said Can

JMIR Ment Health 2024;11:e60003

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A Comparison of Personalized and Generalized Approaches to Emotion Recognition Using Consumer Wearable Devices: Machine Learning Study

Joe Li, Peter Washington

JMIR AI 2024;3:e52171

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Training and Profiling a Pediatric Facial Expression Classifier for Children on Mobile Devices: Machine Learning Study

Agnik Banerjee, Onur Cezmi Mutlu, Aaron Kline, Saimourya Surabhi, Peter Washington, Dennis Paul Wall

JMIR Form Res 2023;7:e39917

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Objective Prediction of Next-Day’s Affect Using Multimodal Physiological and Behavioral Data: Algorithm Development and Validation Study

Salar Jafarlou, Jocelyn Lai, Iman Azimi, Zahra Mousavi, Sina Labbaf, Ramesh C Jain, Nikil Dutt, Jessica L Borelli, Amir Rahmani

JMIR Form Res 2023;7:e39425

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Improved Digital Therapy for Developmental Pediatrics Using Domain-Specific Artificial Intelligence: Machine Learning Study

Peter Washington, Haik Kalantarian, John Kent, Arman Husic, Aaron Kline, Emilie Leblanc, Cathy Hou, Onur Cezmi Mutlu, Kaitlyn Dunlap, Yordan Penev, Maya Varma, Nate Tyler Stockham, Brianna Chrisman, Kelley Paskov, Min Woo Sun, Jae-Yoon Jung, Catalin Voss, Nick Haber, Dennis Paul Wall

JMIR Pediatr Parent 2022;5(2):e26760

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User Experience With Dynamic Difficulty Adjustment Methods for an Affective Exergame: Comparative Laboratory-Based Study

Ali Darzi, Sean M McCrea, Domen Novak

JMIR Serious Games 2021;9(2):e25771

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Emotions of COVID-19: Content Analysis of Self-Reported Information Using Artificial Intelligence

Achini Adikari, Rashmika Nawaratne, Daswin De Silva, Sajani Ranasinghe, Oshadi Alahakoon, Damminda Alahakoon

J Med Internet Res 2021;23(4):e27341

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The Digital Therapeutic Alliance and Human-Computer Interaction

Simon D'Alfonso, Reeva Lederman, Sandra Bucci, Katherine Berry

JMIR Ment Health 2020;7(12):e21895

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