Diagnostic Tools in Mental Health

Detection of Suicidal Ideation in Clinical Interviews for Depression Using Natural Language Processing and Machine Learning: Cross-Sectional Study

Tim M H Li, Jie Chen, Framenia O C Law, Chun-Tung Li, Ngan Yin Chan, Joey W Y Chan, Steven W H Chau, Yaping Liu, Shirley Xin Li, Jihui Zhang, Kwong-Sak Leung, Yun-Kwok Wing

JMIR Med Inform 2023 (Dec 01); 11:e50221

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A Stable and Scalable Digital Composite Neurocognitive Test for Early Dementia Screening Based on Machine Learning: Model Development and Validation Study

Dongmei Gu, Xiaozhen Lv, Chuan Shi, Tianhong Zhang, Sha Liu, Zili Fan, Lihui Tu, Ming Zhang, Nan Zhang, Liming Chen, Zhijiang Wang, Jing Wang, Ying Zhang, Huizi Li, Luchun Wang, Jiahui Zhu, Yaonan Zheng, Huali Wang, Xin Yu, Alzheimer's Disease Neuroimaging Initiative (ADNI)

J Med Internet Res 2023 (Dec 01); 25:e49147

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Classifying Schizophrenia Cases by Artificial Neural Network Using Japanese Web-Based Survey Data: Case-Control Study

Yupeng He, Masaaki Matsunaga, Yuanying Li, Taro Kishi, Shinichi Tanihara, Nakao Iwata, Takahiro Tabuchi, Atsuhiko Ota

JMIR Form Res 2023 (Nov 15); 7:e50193

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Wearable Artificial Intelligence for Detecting Anxiety: Systematic Review and Meta-Analysis

Alaa Abd-alrazaq, Rawan AlSaad, Manale Harfouche, Sarah Aziz, Arfan Ahmed, Rafat Damseh, Javaid Sheikh

J Med Internet Res 2023 (Nov 08); 25:e48754

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Investigating the Readability and Linguistic, Psychological, and Emotional Characteristics of Digital Dementia Information Written in the English Language: Multitrait-Multimethod Text Analysis

Margi Engineer, Sushant Kot, Emma Dixon

JMIR Form Res 2023 (Oct 25); 7:e48143

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Patient Health Questionnaire-9 Item Pairing Predictiveness for Prescreening Depressive Symptomatology: Machine Learning Analysis

Darragh Glavin, Eoin Martino Grua, Carina Akemi Nakamura, Marcia Scazufca, Edinilza Ribeiro dos Santos, Gloria H Y Wong, William Hollingworth, Tim J Peters, Ricardo Araya, Pepijn Van de Ven

JMIR Ment Health 2023 (Oct 19); 10:e48444

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Mental Health Self-Tracking Preferences of Young Adults With Depression and Anxiety Not Engaged in Treatment: Qualitative Analysis

Miranda L Beltzer, Jonah Meyerhoff, Sarah A Popowski, David C Mohr, Rachel Kornfield

JMIR Form Res 2023 (Oct 06); 7:e48152

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Validation of a Brief Internet-Based Self-Report Measure of Maladaptive Personality and Interpersonal Schema: Confirmatory Factor Analysis

Hyeonseong Kim, Seohyun Jeong, Inae Hwang, Kiyoung Sung, Woori Moon, Min-Sup Shin

Interact J Med Res 2023 (Sep 29); 12:e48425

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Cardiff Online Cognitive Assessment in a National Sample: Cross-Sectional Web-Based Study

Amy Joanne Lynham, Ian R Jones, James T R Walters

J Med Internet Res 2023 (Sep 13); 25:e46675

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Digital Application of Clinical Staging to Support Stratification in Youth Mental Health Services: Validity and Reliability Study

Min K Chong, Ian B Hickie, Shane P Cross, Sarah McKenna, Mathew Varidel, William Capon, Tracey A Davenport, Haley M LaMonica, Vilas Sawrikar, Adam Guastella, Sharon L Naismith, Elizabeth M Scott, Frank Iorfino

JMIR Form Res 2023 (Sep 08); 7:e45161

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A Developmental Surveillance Score for Quantitative Monitoring of Early Childhood Milestone Attainment: Algorithm Development and Validation

Yonatan Bilu, Guy Amit, Tamar Sudry, Pinchas Akiva, Meytal Avgil Tsadok, Deena R Zimmerman, Ravit Baruch, Yair Sadaka

JMIR Public Health Surveill 2023 (Aug 18); 9:e47315

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A Fast and Minimal System to Identify Depression Using Smartphones: Explainable Machine Learning–Based Approach

Md Sabbir Ahmed, Nova Ahmed

JMIR Form Res 2023 (Aug 10); 7:e28848

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Evaluating the Psychometric Properties and Clinical Utility of a Digital Psychosocial Self-Screening Tool (HEARTSMAP-U) for Postsecondary Students: Prospective Cohort Study

Punit Virk, Ravia Arora, Heather Burt, Caitlin Finnamore, Anne Gadermann, Skye Barbic, Quynh Doan

JMIR Ment Health 2023 (Aug 09); 10:e48709

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Opportunities for the Implementation of a Digital Mental Health Assessment Tool in the United Kingdom: Exploratory Survey Study

Benedetta Spadaro, Nayra A Martin-Key, Erin Funnell, Jiří Benáček, Sabine Bahn

JMIR Form Res 2023 (Aug 07); 7:e43271

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Assessment of Frailty by the French Version of the Vulnerable Elders Survey-13 on Digital Tablet: Validation Study

Victoria Zolnowski-Kolp, Nathavy Um Din, Charlotte Havreng-Théry, Sylvie Pariel, Jacques-Henri Veyron, Carmelo Lafuente-Lafuente, Joel Belmin

J Med Internet Res 2023 (Aug 02); 25:e42017

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Privacy-Preserving Federated Model Predicting Bipolar Transition in Patients With Depression: Prediction Model Development Study

Dong Yun Lee, Byungjin Choi, Chungsoo Kim, Egill Fridgeirsson, Jenna Reps, Myoungsuk Kim, Jihyeong Kim, Jae-Won Jang, Sang Youl Rhee, Won-Woo Seo, Seunghoon Lee, Sang Joon Son, Rae Woong Park

J Med Internet Res 2023 (Jul 20); 25:e46165

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Wearable and Mobile Technologies for the Evaluation and Treatment of Obsessive-Compulsive Disorder: Scoping Review

Adam C Frank, Ruibei Li, Bradley S Peterson, Shrikanth S Narayanan

JMIR Ment Health 2023 (Jul 18); 10:e45572

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Combination of Paper and Electronic Trail Making Tests for Automatic Analysis of Cognitive Impairment: Development and Validation Study

Wei Zhang, Xiaoran Zheng, Zeshen Tang, Haoran Wang, Renren Li, Zengmai Xie, Jiaxin Yan, Xiaochen Zhang, Qing Yu, Fei Wang, Yunxia Li

J Med Internet Res 2023 (Jun 09); 25:e42637

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A Fully Automated Self-help Biopsychosocial Transdiagnostic Digital Intervention to Reduce Anxiety and/or Depression and Improve Emotional Regulation and Well-being: Pre–Follow-up Single-Arm Feasibility Trial

Britt Klein, Huy Nguyen, Suzanne McLaren, Brooke Andrews, Kerrie Shandley

JMIR Form Res 2023 (May 30); 7:e43385

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Evaluating the Modified Patient Health Questionnaire-2 and Insomnia Severity Index-2 for Daily Digital Screening of Depression and Insomnia: Validation Study

Jae Won Oh, Sun Mi Kim, Deokjong Lee, Nak-Hoon Son, Jinsun Uh, Ju Hong Yoon, Yukyung Choi, San Lee

JMIR Ment Health 2023 (May 22); 10:e45543

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