Digital Biomarkers and Digital Phenotyping

Machine Learning–Based Time in Patterns for Blood Glucose Fluctuation Pattern Recognition in Type 1 Diabetes Management: Development and Validation Study

Nicholas Berin Chan, Weizi Li, Theingi Aung, Eghosa Bazuaye, Rosa M Montero

JMIR AI 2023 (May 26); 2:e45450

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Associations Between Smartphone Keystroke Metadata and Mental Health Symptoms in Adolescents: Findings From the Future Proofing Study

Taylor A Braund, Bridianne O’Dea, Debopriyo Bal, Kate Maston, Mark Larsen, Aliza Werner-Seidler, Gabriel Tillman, Helen Christensen

JMIR Ment Health 2023 (May 15); 10:e44986

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Exploring Digital Biomarkers of Illness Activity in Mood Episodes: Hypotheses Generating and Model Development Study

Gerard Anmella, Filippo Corponi, Bryan M Li, Ariadna Mas, Miriam Sanabra, Isabella Pacchiarotti, Marc Valentí, Iria Grande, Antoni Benabarre, Anna Giménez-Palomo, Marina Garriga, Isabel Agasi, Anna Bastidas, Myriam Cavero, Tabatha Fernández-Plaza, Néstor Arbelo, Miquel Bioque, Clemente García-Rizo, Norma Verdolini, Santiago Madero, Andrea Murru, Silvia Amoretti, Anabel Martínez-Aran, Victoria Ruiz, Giovanna Fico, Michele De Prisco, Vincenzo Oliva, Aleix Solanes, Joaquim Radua, Ludovic Samalin, Allan H Young, Eduard Vieta, Antonio Vergari, Diego Hidalgo-Mazzei

JMIR Mhealth Uhealth 2023 (May 04); 11:e45405

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Detecting Medication-Taking Gestures Using Machine Learning and Accelerometer Data Collected via Smartwatch Technology: Instrument Validation Study

Chrisogonas Odero Odhiambo, Lukacs Ablonczy, Pamela J Wright, Cynthia F Corbett, Sydney Reichardt, Homayoun Valafar

JMIR Hum Factors 2023 (May 04); 10:e42714

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Reintroducing the Effortless Assessment Research System (EARS)

Monika N Lind, Lauren E Kahn, Ryann Crowley, Wyatt Reed, Geordie Wicks, Nicholas B Allen

JMIR Ment Health 2023 (Apr 26); 10:e38920

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Focusing on Digital Research Priorities for Advancing the Access and Quality of Mental Health

John Torous, Nicole M Benson, Keris Myrick, Gunther Eysenbach

JMIR Ment Health 2023 (Apr 24); 10:e47898

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Development and Validation of a Respiratory-Responsive Vocal Biomarker–Based Tool for Generalizable Detection of Respiratory Impairment: Independent Case-Control Studies in Multiple Respiratory Conditions Including Asthma, Chronic Obstructive Pulmonary Disease, and COVID-19

Savneet Kaur, Erik Larsen, James Harper, Bharat Purandare, Ahmet Uluer, Mohammad Adrian Hasdianda, Nikita Arun Umale, James Killeen, Edward Castillo, Sunit Jariwala

J Med Internet Res 2023 (Apr 14); 25:e44410

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Smartphone-Tracked Digital Markers of Momentary Subjective Stress in College Students: Idiographic Machine Learning Analysis

George Aalbers, Andrew T Hendrickson, Mariek MP Vanden Abeele, Loes Keijsers

JMIR Mhealth Uhealth 2023 (Mar 23); 11:e37469

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Capturing the Dynamics of the Social Environment Through Experience Sampling Methods, Passive Sensing, and Egocentric Networks: Scoping Review

Anna M Langener, Gert Stulp, Martien J Kas, Laura F Bringmann

JMIR Ment Health 2023 (Mar 17); 10:e42646

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A Call to Expand the Scope of Digital Phenotyping

Christopher De Boer, Hassan Ghomrawi, Suhail Zeineddin, Samuel Linton, Soyang Kwon, Fizan Abdullah

J Med Internet Res 2023 (Mar 14); 25:e39546

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Combining Experience Sampling and Mobile Sensing for Digital Phenotyping With m-Path Sense: Performance Study

Koen Niemeijer, Merijn Mestdagh, Stijn Verdonck, Kristof Meers, Peter Kuppens

JMIR Form Res 2023 (Mar 07); 7:e43296

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Association Between the Severity of Depressive Symptoms and Human-Smartphone Interactions: Longitudinal Study

Xiao Yang, Jonathan Knights, Victoria Bangieva, Vinayak Kambhampati

JMIR Form Res 2023 (Feb 22); 7:e42935

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Digital Phenotyping Data to Predict Symptom Improvement and Mental Health App Personalization in College Students: Prospective Validation of a Predictive Model

Danielle Currey, John Torous

J Med Internet Res 2023 (Feb 09); 25:e39258

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The Use of Sensors to Detect Anxiety for In-the-Moment Intervention: Scoping Review

Rosie Dobson, Linwei Lily Li, Katie Garner, Taria Tane, Judith McCool, Robyn Whittaker

JMIR Ment Health 2023 (Feb 02); 10:e42611

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An Exploratory Trial of EPI-589 in Amyotrophic Lateral Sclerosis (EPIC-ALS): Protocol for a Multicenter, Open-Labeled, 24-Week, Single-Group Study

Shotaro Haji, Koji Fujita, Ryosuke Oki, Yusuke Osaki, Ryosuke Miyamoto, Hiroyuki Morino, Seiichi Nagano, Naoki Atsuta, Yuki Kanazawa, Yuki Matsumoto, Atsuko Arisawa, Hisashi Kawai, Yasutaka Sato, Satoshi Sakaguchi, Kenta Yagi, Tatsuto Hamatani, Tatsuo Kagimura, Hiroaki Yanagawa, Hideki Mochizuki, Manabu Doyu, Gen Sobue, Masafumi Harada, Yuishin Izumi

JMIR Res Protoc 2023 (Jan 30); 12:e42032

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Digital Phenotyping for Differential Diagnosis of Major Depressive Episode: Narrative Review

Eric Ettore, Philipp Müller, Jonas Hinze, Matthias Riemenschneider, Michel Benoit, Bruno Giordana, Danilo Postin, Rene Hurlemann, Amandine Lecomte, Michel Musiol, Hali Lindsay, Philippe Robert, Alexandra König

JMIR Ment Health 2023 (Jan 23); 10:e37225

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Effects of Customized Digital Health Care Service on Metabolic Syndrome Status and Lifestyle Using a Health Care App: Clinical Trial

ChulYoung Bae, Bo-Seon Kim, KyungHee Cho, Ji-Hyun Kim, In-Hee Kim, Jeong-Hoon Kim

JMIR Form Res 2023 (Jan 18); 7:e41427

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Digital Biomarker–Based Interventions: Systematic Review of Systematic Reviews

Hossein Motahari-Nezhad, Hana Al-Abdulkarim, Meriem Fgaier, Mohamed Mahdi Abid, Márta Péntek, László Gulácsi, Zsombor Zrubka

J Med Internet Res 2022 (Dec 21); 24(12):e41042

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Using Vocal Characteristics To Classify Psychological Distress in Adult Helpline Callers: Retrospective Observational Study

Ravi Iyer, Maja Nedeljkovic, Denny Meyer

JMIR Form Res 2022 (Dec 19); 6(12):e42249

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The Passive Monitoring of Depression and Anxiety Among Workers Using Digital Biomarkers Based on Their Physical Activity and Working Conditions: 2-Week Longitudinal Study

Kazuhiro Watanabe, Akizumi Tsutsumi

JMIR Form Res 2022 (Nov 30); 6(11):e40339

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