A systematic review of location data for depression prediction
J Shin, SM Bae - International Journal of Environmental Research and …, 2023 - mdpi.com
Depression contributes to a wide range of maladjustment problems. With the development of
technology, objective measurement for behavior and functional indicators of depression has …
technology, objective measurement for behavior and functional indicators of depression has …
Digital phenotyping for mental health: reviewing the challenges of using data to monitor and predict mental health problems
Abstract Purpose of Review We review recent developments within digital phenotyping for
mental health, a field dedicated to using digital data for diagnosing, predicting, and …
mental health, a field dedicated to using digital data for diagnosing, predicting, and …
[HTML][HTML] Identifying depression-related topics in smartphone-collected free-response speech recordings using an automatic speech recognition system and a deep …
Background Prior research has associated spoken language use with depression, yet
studies often involve small or non-clinical samples and face challenges in the manual …
studies often involve small or non-clinical samples and face challenges in the manual …
[HTML][HTML] From smartphone data to clinically relevant predictions: A systematic review of digital phenotyping methods in depression
Background Smartphone-based digital phenotyping enables potentially clinically relevant
information to be collected as individuals go about their day. This could improve monitoring …
information to be collected as individuals go about their day. This could improve monitoring …
[HTML][HTML] Challenges in Using mHealth Data From Smartphones and Wearable Devices to Predict Depression Symptom Severity: Retrospective Analysis
Background Major depressive disorder (MDD) affects millions of people worldwide, but
timely treatment is not often received owing in part to inaccurate subjective recall and …
timely treatment is not often received owing in part to inaccurate subjective recall and …
Long-term participant retention and engagement patterns in an app and wearable-based multinational remote digital depression study
Recent growth in digital technologies has enabled the recruitment and monitoring of large
and diverse populations in remote health studies. However, the generalizability of inference …
and diverse populations in remote health studies. However, the generalizability of inference …
[HTML][HTML] Geolocation patterns, Wi-Fi connectivity rates, and psychiatric symptoms among urban homeless youth: mixed methods study using self-report and …
Y Ilyas, SH Daryani, D Kiriella… - JMIR Formative …, 2023 - formative.jmir.org
Background: Despite significant research done on youth experiencing homelessness, few
studies have examined movement patterns and digital habits in this population. Examining …
studies have examined movement patterns and digital habits in this population. Examining …
[HTML][HTML] Daily life affective dynamics as transdiagnostic predictors of mental health symptoms: An ecological momentary assessment study
Background Affective dynamics have been identified as a correlate of a broad span of
mental health issues, making them key candidate transdiagnostic factors. However, there …
mental health issues, making them key candidate transdiagnostic factors. However, there …
[PDF][PDF] Assessing potential driving factors of the ecosystem service value of mariculture shellfish in China using a structural equation modeling approach
Y Gu, L Wang, S Lyu, J Dong, B Liu… - Frontiers in Marine …, 2023 - researchgate.net
China is one of the major mariculture countries in the world, with more than 70% of the total
global mariculture production (Dai et al., 2022). With the exploitation of marine biological …
global mariculture production (Dai et al., 2022). With the exploitation of marine biological …
[HTML][HTML] Mobile Assessments of Mood, Cognition, Smartphone-Based Sensor Activity, and Variability in Craving and Substance Use in Patients With Substance Use …
ADF Lauvsnes, TI Hansen, SØ Ankill… - JMIR Formative …, 2023 - formative.jmir.org
Background Patients with substance use disorders (SUDs) are at increased risk for symptom
deterioration following treatment, with up to 60% resuming substance use within the first …
deterioration following treatment, with up to 60% resuming substance use within the first …