[HTML][HTML] Digital biomarkers for depression screening with wearable devices: cross-sectional study with machine learning modeling
Background: Depression is a prevalent mental disorder that is undiagnosed and untreated
in half of all cases. Wearable activity trackers collect fine-grained sensor data characterizing …
in half of all cases. Wearable activity trackers collect fine-grained sensor data characterizing …
[HTML][HTML] Predicting depression from smartphone behavioral markers using machine learning methods, hyperparameter optimization, and feature importance analysis …
K Opoku Asare, Y Terhorst, J Vega… - JMIR mHealth and …, 2021 - mhealth.jmir.org
Background Depression is a prevalent mental health challenge. Current depression
assessment methods using self-reported and clinician-administered questionnaires have …
assessment methods using self-reported and clinician-administered questionnaires have …
[HTML][HTML] Relationship between major depression symptom severity and sleep collected using a wristband wearable device: multicenter longitudinal observational …
Background Sleep problems tend to vary according to the course of the disorder in
individuals with mental health problems. Research in mental health has associated sleep …
individuals with mental health problems. Research in mental health has associated sleep …
[HTML][HTML] Toward a mobile platform for real-world digital measurement of depression: user-centered design, data quality, and behavioral and clinical modeling
Background Although effective mental health treatments exist, the ability to match individuals
to optimal treatments is poor, and timely assessment of response is difficult. One reason for …
to optimal treatments is poor, and timely assessment of response is difficult. One reason for …
[HTML][HTML] Tracking and monitoring mood stability of patients with major depressive disorder by machine learning models using passive digital data: prospective …
R Bai, L Xiao, Y Guo, X Zhu, N Li, Y Wang… - JMIR mHealth and …, 2021 - mhealth.jmir.org
Background Major depressive disorder (MDD) is a common mental illness characterized by
persistent sadness and a loss of interest in activities. Using smartphones and wearable …
persistent sadness and a loss of interest in activities. Using smartphones and wearable …
[HTML][HTML] Mood ratings and digital biomarkers from smartphone and wearable data differentiates and predicts depression status: A longitudinal data analysis
Depression is a prevalent mental disorder. Current clinical and self-reported assessment
methods of depression are laborious and incur recall bias. Their sporadic nature often …
methods of depression are laborious and incur recall bias. Their sporadic nature often …
[HTML][HTML] Predicting depressive symptom severity through individuals' nearby bluetooth device count data collected by mobile phones: preliminary longitudinal study
Background: Research in mental health has found associations between depression and
individuals' behaviors and statuses, such as social connections and interactions, working …
individuals' behaviors and statuses, such as social connections and interactions, working …
[HTML][HTML] Tracking and predicting depressive symptoms of adolescents using smartphone-based self-reports, parental evaluations, and passive phone sensor data …
Background: Depression carries significant financial, medical, and emotional burden on
modern society. Various proof-of-concept studies have highlighted how apps can link …
modern society. Various proof-of-concept studies have highlighted how apps can link …
Monitoring changes in depression severity using wearable and mobile sensors
Background: While preliminary evidence suggests that sensors may be employed to detect
presence of low mood it is still unclear whether they can be leveraged for measuring …
presence of low mood it is still unclear whether they can be leveraged for measuring …
[HTML][HTML] Mobile sensing and support for people with depression: a pilot trial in the wild
Background: Depression is a burdensome, recurring mental health disorder with high
prevalence. Even in developed countries, patients have to wait for several months to receive …
prevalence. Even in developed countries, patients have to wait for several months to receive …