{"id":"W2557379069","doi":"","title":"QUALITY IMPROVEMENT PROGRAMMES THAT REDUCE LENGTH OF STAY FOR TOTAL JOINT ARTHROPLASTY DO NOT RESULT IN HIGHER RE-ADMISSION RATES","year":2018,"lang":"en","type":"article","venue":"","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Medicine; Arthroplasty; Joint arthroplasty; Quality management; Emergency medicine; Comorbidity; Medical record; Population; Physical therapy; Surgery; Internal medicine; Operations management","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":[],"consensus_categories":[],"category_scores_codex":[0.002725093,0.0002059567,0.0003676393,0.0006584561,0.0004978506,0.0008965821,0.0005867092,0.0003528025,0.002327847],"category_scores_gemma":[0.01123318,0.0001196623,0.0006002992,0.001415069,0.0004187282,0.0004349799,0.0008078965,0.0008048721,0.0002595447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00424599,"about_ca_system_score_gemma":0.008051249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.252506,"about_ca_topic_score_gemma":0.4487454,"domain_scores_codex":[0.9960905,0.0007333875,0.0002137172,0.0002594031,0.001972153,0.0007307118],"domain_scores_gemma":[0.9917613,0.0009100456,0.003767971,0.0003997319,0.001926471,0.001234319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001516201,0.000309919,0.9058489,0.0002975525,0.0004169583,0.00005008262,0.0004461572,0.0007446396,0.0009353351,0.0006353339,0.005037602,0.0851258],"study_design_scores_gemma":[0.00001396502,0.0001390709,0.9979005,0.00003685487,0.00003118647,0.00001648647,0.0001418765,0.0002081346,0.0001000045,0.00006241122,0.001345655,0.000003816572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732372,0.003560355,0.00248614,0.005856222,0.0001580964,0.0002023527,0.002190502,0.0002208187,0.01208824],"genre_scores_gemma":[0.9949055,0.0006583525,0.001021715,0.0008154547,0.00004552311,0.0000435221,0.0008402203,0.00001054697,0.001659184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.252506,"threshold_uncertainty_score":0.5020726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0832993095273571,"score_gpt":0.3564909958491222,"score_spread":0.2731916863217651,"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."}}