[HTML][HTML] Systematic review of smartphone-based passive sensing for health and wellbeing

VP Cornet, RJ Holden - Journal of biomedical informatics, 2018 - Elsevier
Objective To review published empirical literature on the use of smartphone-based passive
sensing for health and wellbeing. Material and methods A systematic review of the English …

[HTML][HTML] Passive sensing of health outcomes through smartphones: systematic review of current solutions and possible limitations

A Trifan, M Oliveira, JL Oliveira - JMIR mHealth and uHealth, 2019 - mhealth.jmir.org
Background: Technological advancements, together with the decrease in both price and
size of a large variety of sensors, has expanded the role and capabilities of regular mobile …

Opportunities for smartphone sensing in e-health research: a narrative review

P Kulkarni, R Kirkham, R McNaney - Sensors, 2022 - mdpi.com
Recent years have seen significant advances in the sensing capabilities of smartphones,
enabling them to collect rich contextual information such as location, device usage, and …

[HTML][HTML] Evaluation of changes in depression, anxiety, and social anxiety using smartphone sensor features: longitudinal cohort study

J Meyerhoff, T Liu, KP Kording, LH Ungar… - Journal of medical …, 2021 - jmir.org
Background The assessment of behaviors related to mental health typically relies on self-
report data. Networked sensors embedded in smartphones can measure some behaviors …

[HTML][HTML] Using mobile phone sensor technology for mental health research: integrated analysis to identify hidden challenges and potential solutions

TW Boonstra, J Nicholas, QJJ Wong, F Shaw… - Journal of medical …, 2018 - jmir.org
Background Mobile phone sensor technology has great potential in providing behavioral
markers of mental health. However, this promise has not yet been brought to fruition …

[HTML][HTML] Smartphone-based monitoring of objective and subjective data in affective disorders: where are we and where are we going? Systematic review

E Dogan, C Sander, X Wagner, U Hegerl… - Journal of medical Internet …, 2017 - jmir.org
Background Electronic mental health interventions for mood disorders have increased
rapidly over the past decade, most recently in the form of various systems and apps that are …

[HTML][HTML] Predicting anxiety state using smartphone-based passive sensing

Y Fukazawa, T Ito, T Okimura, Y Yamashita… - Journal of biomedical …, 2019 - Elsevier
This study predicts the change of stress levels using real-world and online behavioral
features extracted from smartphone log information. Previous studies of stress detection …

Next-generation psychiatric assessment: Using smartphone sensors to monitor behavior and mental health.

D Ben-Zeev, EA Scherer, R Wang, H Xie… - Psychiatric …, 2015 - psycnet.apa.org
Objective: Optimal mental health care is dependent upon sensitive and early detection of
mental health problems. We have introduced a state-of-the-art method for the current study …

[HTML][HTML] Behavioral indicators on a mobile sensing platform predict clinically validated psychiatric symptoms of mood and anxiety disorders

S Place, D Blanch-Hartigan, C Rubin… - Journal of medical …, 2017 - jmir.org
Background There is a critical need for real-time tracking of behavioral indicators of mental
disorders. Mobile sensing platforms that objectively and noninvasively collect, store, and …

Wearable, environmental, and smartphone-based passive sensing for mental health monitoring

M Sheikh, M Qassem, PA Kyriacou - Frontiers in digital health, 2021 - frontiersin.org
Collecting and analyzing data from sensors embedded in the context of daily life has been
widely employed for the monitoring of mental health. Variations in parameters such as …