Enhancing Predictive Accuracy of Mood Symptoms Using Wearable Devices and Machine Learning in Bipolar Disorder – Psychiatry AI: Real-Time AI Scoping Review

JMIR Med Inform. 2026 Mar 12;14:e92172. doi: 10.2196/92172.

NO ABSTRACT

PMID:41818737 | DOI:10.2196/92172

Document this CPD

AI-Assisted Evidence Search

Share Evidence Blueprint

Search Google Scholar

Save as PDF

RAISR4D Evidence Matrix

Sundeep Ghuman: Prevention of…
Oliver Mulangala: Prevention of…
Stuart Berry: Prevention of…
Jacqueline Anne Potter:…
Sean Fitzgerald: Prevention of…
Josh Tarrant (2): Prevention of…
Josh Tarrant (1): Prevention of…
Josh Tarrant (3): Prevention of…
Hilary Chapman: Prevention of…
Tracey Ostler: Prevention of…
Gareth Jackson: Prevention of…
Sidra Aliabase: Prevention of…
Kaine Fletcher (2): Prevention…
Peter Westwell, Mary Cunningham,…
Stephen Neville: Prevention of…
Steven Hart: Prevention of…
Sarah Healey: Prevention of…
Eric Swaffer, Izabela Lechowicz,…
Jillian Steedman: Prevention of…
Burden of 375 diseases and…
Using Digital Phenotyping to…
Surveillance for Violent Deaths…
Diana Grant: Prevention of…
Association Between Digital…
Jennifer Cahill and Agnes…
Evelyn Rae Le…
Global age-sex-specific…
Scott Taylor: Prevention of…
Using Large Language Models for…
Pippa Gillibrand: Prevention of…
Nigel Feckey: Prevention of…
Distinguishing Common Digital…
Elise Sebastian: Prevention of…
Liam Sutton: Prevention of…
Associations of Wearable-…
Sophie Towle: Prevention of…
Syeda Fatima: Prevention of…
2025-0314: Prevention of Future…
Margaret McNaughton: Prevention…
The Perinatal Committee report:…
Survey to Assess the Feasibility…
Sarah Boyle: Prevention of…
Patricia Genders: Prevention of…
Hannah Booth: Prevention of…
Consensus document on healthy lifestyles
A Peer Support…
John Franklin: Prevention of…
Roles of Psychiatry, Dietary,…
Lisa Bowen: Prevention of future…
Optimisation of a sexual health…
Application of machine learning…
John Franklin: Prevention of…
Christopher Bird: Prevention of…
Individual Variability in…
Matilda Seccombe and Harry…
Negative binomial mixed effects…
Metformin for overweight and…
Telehealth and goal-setting: a…
Gareth Chumber-Kelly: Prevention…
Kaine Fletcher: Prevention of…
Harry Oates: Prevention of…
Azroy Dawes-Clarke (3):…
Keith Hankin: Prevention of…
Assessing the Accuracy and…
Collecting Real-Life…
Ann Laskowsky: Prevention of…
Multimodal Sleep Measurement and…
Chantelle Williams: Prevention…
Luke Chatterton: Prevention of…
Sally Burr: Prevention of Future…
Wearables and behavioral coding…
The Health Sector Response to…
Azroy Dawes-Clarke (1):…
Imogen Nunn: Prevention of…
Global burden of 292 causes of…
Pramipexole in addition to mood…
Oura Ring Behavioral Feedback…
Brian Ringrose: Prevention of…
Paula Doreen: Prevention of…
Joanna Chamberlain: Prevention…
Special Issue: Toxoplasma gondii…
Acceptance and Commitment to…
Disease burden attributable to…
Technology Effects and Child…
Index pregnancy emotional…
Multimodal Detection of…
James Cochrane: Prevention of…
Chloe Ulett: Prevention of…
Investigating Protective and…
AI-driven early diagnosis of…
Barry Loxston – Prevention of…
Patient Perspectives on…
James Smith: Prevention of…
Maternity Care Providers…
Co-designing and testing the…
Family dynamics and self-harm…
Valerie Gibson: Prevention of…
Thomas Mallinson: Prevention of…
Stuart Gilchrist: Prevention of…
Identifying barriers and…
Uncovering Genetic Risk Beyond…
Game Design, Effectiveness, and…
Raihana Oluwadamilola Awolaja:…
Paul Thompson: Prevention of…
'Tired of spinning plates':…
Roger Smith: Prevention of…
Janet Springall: Prevention of…
Wendy Boddington: Prevention of…
Stakeholder Perspectives on…
Raymond Leake: Prevention of…
An Ecological Momentary…
Benedict Blythe: Prevention of…
"Get Well Enough to Make the…
Tony Duncan: Prevention of…
From Data to Care: Development…
Melanie Walker: Prevention of…
Paolino Amico: Prevention of…
Community-Based Adaptation and…
Derrion Adams: Prevention of…
Exploring the Perspectives of…
The Expanding Frontier: The Role…
PTS-Related Tetrahydrobiopterin…
A Novel Digital Platform to…
Kelly Walsh: Prevention of…
The association between…
Challenges and opportunities in…
Dean Bradley: Prevention of…
Jairus Earl: Prevention of…
Azroy Dawes-Clarke (2):…
Firearm Owners' Preferences for…
Integrating pharmacokinetic…
Patient-Health Care Professional…
Standardizing Survey Data…
Developing and Validating a…
Barbara Wingate: Prevention of…
Impact of Anhui medical college…
Sentiment Analysis Using a Large…
Ceara Thacker: Prevention of…
Partial progress in sexual and…
Emily Stokes: Prevention of…
Benjamin Compton: Prevention of…
Debapriya Ghosh and David Ward:…
Addressing the Ethical, Legal,…
An Insidious Interstice:…
Characterization and Evaluation…
The association between…
Using Electrooculography and…
Theo Tuikubulau: Prevention of…
Linda Books: Prevention of…
Feasibility of Collecting and…
2025-0507: Prevention of future…
Adam Hussain: Prevention of…
Reporting and Representation of…
Do Gunshot and Explosion…
The Stanford Brainstorm Social…
Let's Talk aBOT Scam Online…
Sheldon Jeans: Prevention of…
Personality assessment inventory…
Postpartum emotional fertility…
Louis Saunders: Prevention of…
Transforming Mental Health for…
Cerebral blood flow increases in…
Maternal Screen-Related…
Maternal Screen-Related…
Mia Lucas: Prevention of future…
Concomitant body-wide trauma…
Charlotte Tetley: Prevention of…
Perceived stress shapes symptom…
Physical and psychological…
About Psychiatryai.com
Mohammed Khan: Prevention of…
On-device single channel EEG…
Patricia Bushell: Prevention of…
Rapid Review of Gender-Affirming…
Intimate Partner Violence and…
Andrew Dodds: Prevention of…
Concurrent and Prospective…
Exploring the Connection Between…
Sex and gender influences on…
The Norwegian Adult Mental…
Predicting Suicidal Ideation…
Supporting Unpaid Caregivers of…
Edward Hand: Prevention of…
Jake Hartwright: Prevention of…
Christopher Brazil: Prevention…
Guiding principles for…
Hierarchical machine learning…
Charlotte Tetley: Prevention of…
Key Components and Barriers in…
Impact of medical school on…
Evaluation of parenting…
A Whole-Population Study of…
Integrating thyroid function and…
Marina May Raisbeck: Prevention…
Shaun Bass: Prevention of Future…
Associations of Violence Against…
ROOM to Grow, a Mobile…
Stakeholder Perspectives on…
Evidence of the impact on and…
Suicidality in Postpartum Women…
Peter Anzani: Prevention of…
Frank Ospina: Prevention of…
Rose Harfleet: Prevention of…
Integrated Behavioral and…
Immersive Virtual…
William Armstrong: Prevention of…
The Efficacy of Nutritional…
Evaluation of the efficacy of…
Measuring Stress, Socialization,…
Georgia Scarff: Prevention of…
Clinical correlates of errors in…
Amy Pugh: Prevention of Future…
Understanding Psychologists'…
Ethical-Linguistic constitution…
Automated Segmentation of…
Group-based interventions to…
Zara Cheesman: Prevention of…
Michael Barry: Prevention of…
Andrew Brown: Prevention of…
Emily Hewerdine: Prevention of…
Marcia Grant: Prevention of…
Catherine Moore: Prevention of…
Jack Peatling: Prevention of…
A Virtual Reality-Based…
Smartphone Apps for…
Interactions of Technology and…
Interactions of Technology and…
Interorganizational Mechanisms…
Intervention for…
Associations between family…
Change Patterns of Posttraumatic…
Miles Robinson: Prevention of…
Multidisciplinary Contributions…
Preparing for Potential Health…
Samantha Young: Prevention of…
Use of Automation Technologies…
Micheala Finch: Prevention of…
Political economy of adolescent…

InPsychiatry, RAISR4D

AI-Assisted Evidence Search

Share Evidence Blueprint

RAISR4D Evidence Matrix

Latest Evidence

Recent Post

Top Category