{"id":"W7019432579","doi":"","title":"G-estimation of dynamic treatment regimes in the presence of shared parameters","year":2018,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Outcome (game theory); Focus (optics); Estimation; Personalized medicine; Decision rule; Basis (linear algebra); Sensitivity (control systems)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02475858,0.00204375,0.003807669,0.001440622,0.0007213095,0.002113123,0.002452542,0.002638278,0.003462907],"category_scores_gemma":[0.08314949,0.001249223,0.002611723,0.001483516,0.002934395,0.002669556,0.002683053,0.00430201,0.0005717528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001796872,"about_ca_system_score_gemma":0.003882735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007199693,"about_ca_topic_score_gemma":0.004808404,"domain_scores_codex":[0.9849631,0.01107313,0.0004623343,0.002236224,0.0007238635,0.0005412638],"domain_scores_gemma":[0.9240304,0.06704971,0.00327637,0.004113783,0.001166762,0.0003628951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006247375,0.0002202521,0.01298519,0.000382967,0.0009375524,0.0002111756,0.0002759414,0.8008906,0.0008978004,0.06667929,0.002517256,0.1133772],"study_design_scores_gemma":[0.0001646566,0.0002130943,0.00234844,0.00008233274,0.0001358266,0.0000591329,0.00005952421,0.9107983,0.0005655994,0.08409784,0.001433316,0.00004189118],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03517826,0.0005569021,0.9612406,0.0009832548,0.00008470064,0.000316513,0.0002503069,0.0002645504,0.001124818],"genre_scores_gemma":[0.6641813,0.000931443,0.3271664,0.0009975962,0.0001847349,0.001145105,0.001263208,0.0001423873,0.003987777],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02475858,"threshold_uncertainty_score":0.1309375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07114378011410935,"score_gpt":0.3629481029300055,"score_spread":0.2918043228158962,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}