… based on wearable sensor data for depression screening. … -report questionnaires for
depression screening and to collect … -9) was used for depression screening. Participants …

… Of those, 1461 citations were further excluded after screening their titles and abstracts. Of
the remaining 349 references, 303 publications were excluded during the full text screening. …

… of depression remains limited. … wearable devices in research on depression. Here, we
collected original studies examining wearable devices for diagnosis and treatment of depression …

… algorithm to screen for depression and assess severity based on data from wearable devices.
… For each symptom evaluation session, we calculated the screening accuracy of the trained …

… for anxiety and depression using data collected by wearable devices. … and depression (eg,
diagnosis, monitoring, screening, therapy, prediction, and prevention). The wearable devices …

… Further 634 publications were excluded after screening titles and abstracts of the remaining
963 … depression scores using wearable device data, but it is not optimal (RMSE 3.76-4.55). …

… However, studies have shown a statistically significant positive correlation between depressive
symptoms and the feature screen active duration [78]. Similarly, subjective-based mobile …

… many of the limitations of traditional screening methods. … and wearable devices could predict
symptoms of depression and … (location variance on depression) and wearable device data (…

… wearables and sensor wearables; devices which are tolerable to the wearer, portable, and
proposed to be capable of detecting stress, anxiety, and depression… BH and TC) screened the …

… periods of device wearing will be collected from each subject. Using wearable device data
… absence of depressive episodes and predicting the HAMD scores for an unknown data set. …