{"id":"W4388398918","doi":"10.1002/sim.9940","title":"Principal stratification for quantile causal effects under partial compliance","year":2023,"lang":"en","type":"article","venue":"Statistics in Medicine","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Fonds de Recherche du Québec - Santé; Institut de Valorisation des Données; Compute Canada","keywords":"Quantile; Econometrics; Causal inference; Copula (linguistics); Covariate; Missing data; Statistics; Bivariate analysis; Identifiability; Inference; Mathematics; Computer science; Artificial intelligence","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":[0.07234291,0.001233133,0.003450699,0.002985205,0.001635436,0.00253597,0.002903906,0.002672705,0.01071074],"category_scores_gemma":[0.2044073,0.001246222,0.004767042,0.003180742,0.006023721,0.005185062,0.005440495,0.005557362,0.0008165968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001776616,"about_ca_system_score_gemma":0.003710673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005189166,"about_ca_topic_score_gemma":0.002585592,"domain_scores_codex":[0.9613394,0.0297764,0.001245654,0.003784868,0.002695149,0.001158486],"domain_scores_gemma":[0.7968297,0.1680733,0.008661927,0.02109041,0.004484907,0.0008596695],"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":[0.0002494219,0.0001597541,0.01660361,0.0003613902,0.0005319295,0.000440217,0.001297037,0.0767101,0.0005895548,0.8368225,0.001849988,0.06438457],"study_design_scores_gemma":[0.00007631483,0.0001959315,0.004384249,0.0001336263,0.0001595915,0.000150105,0.0001575634,0.3407289,0.0006220008,0.6503136,0.003035038,0.00004314832],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009640127,0.0001897331,0.9880494,0.0003324558,0.00003382782,0.0002281256,0.0001764869,0.0002173295,0.001132604],"genre_scores_gemma":[0.4634689,0.0008217125,0.5280201,0.0006739228,0.0002717238,0.002775049,0.0007761017,0.0002086154,0.002983855],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07234291,"threshold_uncertainty_score":0.3825905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2595680897329376,"score_gpt":0.5012533153693227,"score_spread":0.2416852256363851,"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."}}