Causal Machine Learning Is Not a Panacea: A Roadmap for Observational Causal Inference in Health. - Donna Tjandra; Trenton Chang; Sonali Parbhoo; Rajesh Ranganath; Andre Kurepa Waschka; William Mitchell; Maggie Makar; Shalmali Joshi; Finale Doshi-Velez; Leo Anthony Celi; Jenna Wiens (CoRR, 2026)