{"id":"W2894669578","doi":"10.1002/sta4.205","title":"A doubly robust weighting estimator of the average treatment effect on the treated","year":2018,"lang":"en","type":"article","venue":"Stat","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; McGill University; McGill University Health Centre","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Estimator; Weighting; Mathematics; Statistics; Matching (statistics); Inverse probability weighting; Minimum-variance unbiased estimator; Estimation; Sampling (signal processing); Inverse; Computer science; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01711313,0.0006561861,0.001657617,0.001821637,0.0004253306,0.001168354,0.002339437,0.001566004,0.008036437],"category_scores_gemma":[0.07373928,0.0004956572,0.001552904,0.002052509,0.001194153,0.002053734,0.00165222,0.002415871,0.001002394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007847609,"about_ca_system_score_gemma":0.0017901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002113963,"about_ca_topic_score_gemma":0.001993692,"domain_scores_codex":[0.9927205,0.004304908,0.0003529718,0.001051298,0.001333755,0.0002366646],"domain_scores_gemma":[0.9757293,0.01682504,0.002006702,0.003573992,0.001640707,0.0002242411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002122673,0.0003283064,0.01088455,0.0004246763,0.0004910726,0.0001524612,0.0003251379,0.05735965,0.003243183,0.5957229,0.006951652,0.3239042],"study_design_scores_gemma":[0.0003084098,0.0005828346,0.009910036,0.0003797793,0.0007323238,0.0004698203,0.0001285624,0.4937539,0.005376436,0.4633409,0.02489752,0.0001193334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004753162,0.0002001688,0.9924672,0.0003086463,0.0001029887,0.000209544,0.0003421945,0.0001403696,0.001475746],"genre_scores_gemma":[0.1895758,0.0008960765,0.8014241,0.0007244938,0.0003454218,0.001500676,0.001176529,0.0001213189,0.004235601],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01711313,"threshold_uncertainty_score":0.09050399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1247763223054699,"score_gpt":0.3810167172586393,"score_spread":0.2562403949531693,"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."}}