Saturday, July 16, 2022

SCouT: Synthetic Counterfactuals via Spatiotemporal Transformers for Actionable Healthcare

Bhishma Dedhia, Roshini Balasubramanian, Niraj K. Jha; arXiv:2207.04208v1 [cs.AI] for this version); doi:10.48550/arXiv.2207.04208 (Computer Science > Artificial Intelligence)

We also generate actionable healthcare insights at the population and patient levels by simulating a state-wide public health policy to evaluate its effectiveness, an in silico trial for asthma medications to support randomized controlled trials, and a medical intervention for patients with Friedreich's ataxia to improve clinical decision-making and promote personalized therapy.
We simulate synthetic counterfactuals under a Calcitriol supplement intervention for a Friedreich’s ataxia (FA) patient.