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stat.ME2024★ 1 cited
Performance of Cross-Validated Targeted Maximum Likelihood Estimation
Matthew J. Smith, Rachael V. Phillips, Camille Maringe +1
Background: Advanced methods for causal inference, such as targeted maximum likelihood estimation (TMLE), require certain conditions for statistical inference. However, in situatio…
cs.AI2024★ 1 cited
Large Language Models as Co-Pilots for Causal Inference in Medical Studies
Ahmed Alaa, Rachael V. Phillips, Emre Kıcıman +3
The validity of medical studies based on real-world clinical data, such as observational studies, depends on critical assumptions necessary for drawing causal conclusions about med…