{"id":"W3036450515","doi":"","title":"Impact of Quality-based Procedures on orthopedic care quantity and quality in Ontario Hospitals","year":2020,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Quality (philosophy); Medicine; Spillover effect; Difference in differences; Knee replacement; Health care; Psychological intervention; Payment; Orthopedic surgery; Estimation; Operations management; Emergency medicine; Business; Nursing; Statistics; Finance; Surgery; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004190752,0.0003281776,0.0005523831,0.0007721937,0.0009071524,0.00208256,0.001158576,0.0005359399,0.003832995],"category_scores_gemma":[0.02858694,0.0003010494,0.0009017804,0.002978829,0.001617042,0.000821245,0.002099896,0.0009309075,0.0001908512],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06247749,"about_ca_system_score_gemma":0.04551823,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9605497,"about_ca_topic_score_gemma":0.9585218,"domain_scores_codex":[0.9909957,0.002533811,0.0003617662,0.0005889644,0.003056969,0.002462833],"domain_scores_gemma":[0.9786884,0.005461181,0.007017042,0.001075259,0.003620011,0.004138111],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00105801,0.0002791453,0.9470219,0.0002600452,0.0004097512,0.0001882347,0.001040227,0.01260151,0.0004984339,0.004419737,0.00524065,0.02698251],"study_design_scores_gemma":[0.00006210227,0.0001094949,0.9941953,0.00003734431,0.00004395399,0.00001737332,0.0005001631,0.00319022,0.00008673409,0.0004166609,0.001326114,0.00001462932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816928,0.001731847,0.0007819278,0.004925659,0.00005370497,0.00008556613,0.003705761,0.00003986115,0.006982826],"genre_scores_gemma":[0.9971201,0.0003045385,0.000255793,0.0001935485,0.0000224156,0.00001750997,0.000944936,0.000008273674,0.001132831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9958093,"threshold_uncertainty_score":0.453308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1464390735675537,"score_gpt":0.4092278150575339,"score_spread":0.2627887414899802,"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."}}