Graph neural networks in IoT: A survey

G Dong, M Tang, Z Wang, J Gao, S Guo, L Cai… - ACM Transactions on …, 2023‏ - dl.acm.org
The Internet of Things (IoT) boom has revolutionized almost every corner of people's daily
lives: healthcare, environment, transportation, manufacturing, supply chain, and so on. With …

Digital phenoty** for mental health of college students: a clinical review

J Melcher, R Hays, J Torous - BMJ Ment Health, 2020‏ - mentalhealth.bmj.com
Experiencing continued growth in demand for mental health services among students,
colleges are seeking digital solutions to increase access to care as classes shift to remote …

Improving mental health services: A 50-year journey from randomized experiments to artificial intelligence and precision mental health

L Bickman - Administration and Policy in Mental Health and Mental …, 2020‏ - Springer
This conceptual paper describes the current state of mental health services, identifies critical
problems, and suggests how to solve them. I focus on the potential contributions of artificial …

[HTML][HTML] Digital biomarkers of social anxiety severity: digital phenoty** using passive smartphone sensors

NC Jacobson, B Summers, S Wilhelm - Journal of medical Internet research, 2020‏ - jmir.org
Background Social anxiety disorder is a highly prevalent and burdensome condition.
Persons with social anxiety frequently avoid seeking physician support and rarely receive …

[HTML][HTML] Recurrent neural network for human activity recognition in embedded systems using ppg and accelerometer data

M Alessandrini, G Biagetti, P Crippa, L Falaschetti… - Electronics, 2021‏ - mdpi.com
Photoplethysmography (PPG) is a common and practical technique to detect human activity
and other physiological parameters and is commonly implemented in wearable devices …

Digital biomarkers of anxiety disorder symptom changes: Personalized deep learning models using smartphone sensors accurately predict anxiety symptoms from …

NC Jacobson, S Bhattacharya - Behaviour Research and Therapy, 2022‏ - Elsevier
Smartphones are capable of passively capturing persons' social interactions, movement
patterns, physiological activation, and physical environment. Nevertheless, little research …

Potential applications of mobile and wearable devices for psychological support during the COVID-19 pandemic: A review

K Ueafuea, C Boonnag, T Sudhawiyangkul… - IEEE Sensors …, 2020‏ - ieeexplore.ieee.org
The coronavirus disease 19 (COVID-19) pandemic that has been raging in 2020 does affect
not only the physical state but also the mental health of the general population, particularly …

Dispositional negativity, cognition, and anxiety disorders: An integrative translational neuroscience framework

J Hur, MD Stockbridge, AS Fox, AJ Shackman - Progress in brain research, 2019‏ - Elsevier
When extreme, anxiety can become debilitating. Anxiety disorders, which often first emerge
early in development, are common and challenging to treat, yet the underlying mechanisms …

Social context and the real-world consequences of social anxiety

J Hur, KA DeYoung, S Islam, AS Anderson… - Psychological …, 2020‏ - cambridge.org
BackgroundSocial anxiety lies on a continuum, and young adults with elevated symptoms
are at risk for develo** a range of psychiatric disorders. Yet relatively little is known about …