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Showing 1 to 2 of 2 for “"TMLE"”.

  1. Integrating LLMs and Causal Inference: Comparing Oral Anticoagulant Effects on Thrombosis Recurrence, Bleeding Risk and Death Using MIMIC-IV Data

    … with targeted maximum likelihood estimation (TMLE), which uses initial Super Learner fits for the outcome and treatment mechanisms followed by a targeting step that achieves doubly robust, efficient inference. After adjustment for both structured and medical notes-text covariates, VKA …

    chapman Repository record for Integrating LLMs and Causal Inference: Comparing Oral Anticoagulant Effects on Thrombosis Recurrence, Bleeding Risk and Death Using MIMIC-IV Data (opens in a new tab)

  2. Anticoagulant Treatment Effects Assessment in Antiphospholipid Syndrome Patients Using Targeted Learning and the Oracle Health EHR Data

    … targeted maximum likelihood estimation (TMLE) with Super Learner techniques. My primary focus was on the difference in one-year all-cause mortality risk, but I also looked at long-term outcomes up to five years and examined differences across various patient subgroups. </p> <p>The results …

    chapman Repository record for Anticoagulant Treatment Effects Assessment in Antiphospholipid Syndrome Patients Using Targeted Learning and the Oracle Health EHR Data (opens in a new tab)