A systematic review of ethics disclosures in predictive mental health research
Applied machine learning (ML) has not yet coalesced on standard practices for research
ethics. For ML that predicts mental illness using social media data, ambiguous ethical …
ethics. For ML that predicts mental illness using social media data, ambiguous ethical …
Theories of “gender” in nlp bias research
H Devinney, J Björklund, H Björklund - … of the 2022 ACM conference on …, 2022 - dl.acm.org
The rise of concern around Natural Language Processing (NLP) technologies containing
and perpetuating social biases has led to a rich and rapidly growing area of research …
and perpetuating social biases has led to a rich and rapidly growing area of research …
Mitigating demographic bias of machine learning models on social media
Y Wang, L Singh - Proceedings of the 3rd ACM Conference on Equity …, 2023 - dl.acm.org
Social media posts have been used to predict different user behaviors and attitudes,
including mental health condition, political affiliation, and vaccine hesitancy. Unfortunately …
including mental health condition, political affiliation, and vaccine hesitancy. Unfortunately …
Leveraging machine learning to predict 30-day hospital readmission after cardiac surgery
Background Hospital readmission within 30 days of discharge is a well-studied outcome.
Predicting readmission after cardiac surgery, however, is notoriously challenging; the best …
Predicting readmission after cardiac surgery, however, is notoriously challenging; the best …
Gendered mental health stigma in masked language models
Mental health stigma prevents many individuals from receiving the appropriate care, and
social psychology studies have shown that mental health tends to be overlooked in men. In …
social psychology studies have shown that mental health tends to be overlooked in men. In …
A Systematic Review of Artificial Intelligence and Mental Health in the Context of Social Media
X Chen, Y Genc - International Conference on Human-Computer …, 2022 - Springer
Objective: We conducted a systematic review on the use of Artificial Intelligence (AI) in the
psychology domain within the context of social media's role on mental health. We identified …
psychology domain within the context of social media's role on mental health. We identified …
Towards Mental Health Analysis in Social Media for Low-resourced Languages
M Garg - ACM Transactions on Asian and Low-Resource …, 2024 - dl.acm.org
The surge in internet use for expression of personal thoughts and beliefs has made it
increasingly feasible for the social Natural Language Processing (NLP) research community …
increasingly feasible for the social Natural Language Processing (NLP) research community …
[PDF][PDF] OBSERVATIONAL CAUSAL INFERENCE FOR NETWORK DATA SETTINGS
E Sherman - 2022 - jscholarship.library.jhu.edu
Observational causal inference (OCI) has shown significant promise in recent years, both as
a tool for improving existing machine learning techniques and as an avenue to aid decision …
a tool for improving existing machine learning techniques and as an avenue to aid decision …