[HTML][HTML] Methodologies for monitoring mental health on Twitter: Systematic review
Background The use of social media data to predict mental health outcomes has the
potential to allow for the continuous monitoring of mental health and well-being and provide …
potential to allow for the continuous monitoring of mental health and well-being and provide …
[HTML][HTML] Public surveillance of social media for suicide using advanced deep learning models in Japan: time series study from 2012 to 2022
Background Social media platforms have been increasingly used to express suicidal
thoughts, feelings, and acts, raising public concerns over time. A large body of literature has …
thoughts, feelings, and acts, raising public concerns over time. A large body of literature has …
[HTML][HTML] Perceived utility and characterization of personal google search histories to detect data patterns proximal to a suicide attempt in individuals who previously …
Background Despite decades of research to better understand suicide risk and to develop
detection and prevention methods, suicide is still one of the leading causes of death …
detection and prevention methods, suicide is still one of the leading causes of death …
[HTML][HTML] Content-based recommender support system for counselors in a suicide prevention chat helpline: design and evaluation study
S Salmi, S Mérelle, R Gilissen, WP Brinkman - Journal of medical internet …, 2021 - jmir.org
Background The working environment of a suicide prevention helpline requires high
emotional and cognitive awareness from chat counselors. A shared opinion among …
emotional and cognitive awareness from chat counselors. A shared opinion among …
[HTML][HTML] Examining the Gateway Hypothesis and Mapping Substance Use Pathways on Social Media: Machine Learning Approach
Background Substance misuse presents significant global public health challenges.
Understanding transitions between substance types and the timing of shifts to polysubstance …
Understanding transitions between substance types and the timing of shifts to polysubstance …
[HTML][HTML] Information extraction framework for disability determination using a mental functioning use-case
Natural language processing (NLP) in health care enables transformation of complex
narrative information into high value products such as clinical decision support and adverse …
narrative information into high value products such as clinical decision support and adverse …
[HTML][HTML] Perceptions of alerts issued by social media platforms in response to self-injury posts among latinx adolescents: qualitative analysis
LI Laestadius, KA Craig, C Campos-Castillo - Journal of medical internet …, 2021 - jmir.org
Background There is growing interest in using social media data to detect and address
nonsuicidal self-injury (NSSI) among adolescents. Adolescents often do not seek clinical …
nonsuicidal self-injury (NSSI) among adolescents. Adolescents often do not seek clinical …