Applying analytics to sociodemographic disparities in mental health

A Baird, Y Xia - Nature Mental Health, 2025 - nature.com
Mental health services and treatment are unfortunately subject to sociodemographic
disparities. To address this issue, recent studies have begun to apply analytics methods …

Outcome risk model development for heterogeneity of treatment effect analyses: a comparison of non-parametric machine learning methods and semi-parametric …

E Xu, J Vanghelof, Y Wang, A Patel, J Furst… - BMC Medical Research …, 2024 - Springer
Background In randomized clinical trials, treatment effects may vary, and this possibility is
referred to as heterogeneity of treatment effect (HTE). One way to quantify HTE is to partition …

From prediction to prescription: Machine learning and Causal Inference

J Abécassis, E Dumas, J Alberge, G Varoquaux - 2024 - hal.science
The increasing accumulation of medical data brings the hope of data-driven medical
decision-making, but its increasing complexity-as text or images in electronic health records …