Diagnostic Tools in Mental Health

Machine Learning and Natural Language Processing in Mental Health: Systematic Review

Aziliz Le Glaz, Yannis Haralambous, Deok-Hee Kim-Dufor, Philippe Lenca, Romain Billot, Taylor C Ryan, Jonathan Marsh, Jordan DeVylder, Michel Walter, Sofian Berrouiguet, Christophe Lemey

J Med Internet Res 2021 (May 04); 23(5):e15708

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Using Speech Data From Interactions With a Voice Assistant to Predict the Risk of Future Accidents for Older Drivers: Prospective Cohort Study

Yasunori Yamada, Kaoru Shinkawa, Masatomo Kobayashi, Hironobu Takagi, Miyuki Nemoto, Kiyotaka Nemoto, Tetsuaki Arai

J Med Internet Res 2021 (Apr 08); 23(4):e27667

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Diagnostic Classification and Prognostic Prediction Using Common Genetic Variants in Autism Spectrum Disorder: Genotype-Based Deep Learning

Haishuai Wang, Paul Avillach

JMIR Med Inform 2021 (Apr 07); 9(4):e24754

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Correlations Between Facial Expressivity and Apathy in Elderly People With Neurocognitive Disorders: Exploratory Study

Radia Zeghari, Alexandra König, Rachid Guerchouche, Garima Sharma, Jyoti Joshi, Roxane Fabre, Philippe Robert, Valeria Manera

JMIR Form Res 2021 (Mar 31); 5(3):e24727

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Predicting Emotional States Using Behavioral Markers Derived From Passively Sensed Data: Data-Driven Machine Learning Approach

Emese Sükei, Agnes Norbury, M Mercedes Perez-Rodriguez, Pablo M Olmos, Antonio Artés

JMIR Mhealth Uhealth 2021 (Mar 22); 9(3):e24465

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Natural Language Processing of Clinical Notes to Identify Mental Illness and Substance Use Among People Living with HIV: Retrospective Cohort Study

Jessica P Ridgway, Arno Uvin, Jessica Schmitt, Tomasz Oliwa, Ellen Almirol, Samantha Devlin, John Schneider

JMIR Med Inform 2021 (Mar 10); 9(3):e23456

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Tracking and Monitoring Mood Stability of Patients With Major Depressive Disorder by Machine Learning Models Using Passive Digital Data: Prospective Naturalistic Multicenter Study

Ran Bai, Le Xiao, Yu Guo, Xuequan Zhu, Nanxi Li, Yashen Wang, Qinqin Chen, Lei Feng, Yinghua Wang, Xiangyi Yu, Haiyong Xie, Gang Wang

JMIR Mhealth Uhealth 2021 (Mar 08); 9(3):e24365

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Neurocognitive Assessment Tools for Military Personnel With Mild Traumatic Brain Injury: Scoping Literature Review

Chelsea Jones, Jessica Harasym, Antonio Miguel-Cruz, Shannon Chisholm, Lorraine Smith-MacDonald, Suzette Brémault-Phillips

JMIR Ment Health 2021 (Feb 22); 8(2):e26360

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Impact of a Web-Based Psychiatric Assessment on the Mental Health and Well-Being of Individuals Presenting With Depressive Symptoms: Longitudinal Observational Study

Dan-Mircea Mirea, Nayra A Martin-Key, Giles Barton-Owen, Tony Olmert, Jason D Cooper, Sung Yeon Sarah Han, Lynn P Farrag, Emily Bell, Lauren V Friend, Pawel Eljasz, Daniel Cowell, Jakub Tomasik, Sabine Bahn

JMIR Ment Health 2021 (Feb 22); 8(2):e23813

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It Is Time to REACT: Opportunities for Digital Mental Health Apps to Reduce Mental Health Disparities in Racially and Ethnically Minoritized Groups

Elsa A Friis-Healy, Gabriela A Nagy, Scott H Kollins

JMIR Ment Health 2021 (Jan 26); 8(1):e25456

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The Digital Marshmallow Test (DMT) Diagnostic and Monitoring Mobile Health App for Impulsive Behavior: Development and Validation Study

Michael Sobolev, Rachel Vitale, Hongyi Wen, James Kizer, Robert Leeman, J P Pollak, Amit Baumel, Nehal P Vadhan, Deborah Estrin, Frederick Muench

JMIR Mhealth Uhealth 2021 (Jan 22); 9(1):e25018

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The Current State and Diagnostic Accuracy of Digital Mental Health Assessment Tools for Psychiatric Disorders: Protocol for a Systematic Review and Meta-analysis

Nayra A Martin-Key, Thea S Schei, Eleanor J Barker, Benedetta Spadaro, Erin Funnell, Jiri Benacek, Jakub Tomasik, Sabine Bahn

JMIR Res Protoc 2021 (Jan 08); 10(1):e25382

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Young Adults’ Perspectives on the Use of Symptom Checkers for Self-Triage and Self-Diagnosis: Qualitative Study

Stephanie Aboueid, Samantha Meyer, James R Wallace, Shreya Mahajan, Ashok Chaurasia

JMIR Public Health Surveill 2021 (Jan 06); 7(1):e22637

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Electronic Cognitive Screen Technology for Screening Older Adults With Dementia and Mild Cognitive Impairment in a Community Setting: Development and Validation Study

Joyce Y C Chan, Adrian Wong, Brian Yiu, Hazel Mok, Patti Lam, Pauline Kwan, Amany Chan, Vincent C T Mok, Kelvin K F Tsoi, Timothy C Y Kwok

J Med Internet Res 2020 (Dec 18); 22(12):e17332

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Screening for Depression in Daily Life: Development and External Validation of a Prediction Model Based on Actigraphy and Experience Sampling Method

Olga Minaeva, Harriëtte Riese, Femke Lamers, Niki Antypa, Marieke Wichers, Sanne H Booij

J Med Internet Res 2020 (Dec 01); 22(12):e22634

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Arabic Translation of the Weight Self-Stigma Questionnaire: Instrument Validation Study of Factor Structure and Reliability

Nasser F BinDhim, Nora A Althumiri, Mada H Basyouni, Omar T Sims, Noara Alhusseini, Saleh A Alqahtani

JMIR Form Res 2020 (Nov 13); 4(11):e24169

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Repeated Psychosocial Screening of High School Students Using YouthCHAT: Cohort Study

Hiran Thabrew, Harshali Kumar, Mary Goldfinch, Alana Cavadino, Felicity Goodyear-Smith

JMIR Pediatr Parent 2020 (Oct 26); 3(2):e20976

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A Tablet App for Handwriting Skill Screening at the Preliteracy Stage: Instrument Validation Study

Linda Greta Dui, Francesca Lunardini, Cristiano Termine, Matteo Matteucci, Natale Adolfo Stucchi, Nunzio Alberto Borghese, Simona Ferrante

JMIR Serious Games 2020 (Oct 22); 8(4):e20126

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Mobile Insight in Risk, Resilience, and Online Referral (MIRROR): Psychometric Evaluation of an Online Self-Help Test

Merel Marjolein van Herpen, Manon A Boeschoten, Hans te Brake, Niels van der Aa, Miranda Olff

J Med Internet Res 2020 (Sep 25); 22(9):e19716

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A Rapid Electronic Cognitive Assessment Measure for Multiple Sclerosis: Validation of Cognitive Reaction, an Electronic Version of the Symbol Digit Modalities Test

Rod M Middleton, Owen R Pearson, Gillian Ingram, Elaine M Craig, William J Rodgers, Hannah Downing-Wood, Joseph Hill, Katherine Tuite-Dalton, Christopher Roberts, Lynne Watson, David V Ford, Richard Nicholas, UK MS Register Research Group

J Med Internet Res 2020 (Sep 23); 22(9):e18234

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