{"id":"W2598789644","doi":"10.2147/copd.s124385","title":"Impact of a COPD comprehensive case management program on hospital length of stay and readmission rates","year":2017,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; St. Paul's Hospital; Institute of Population and Public Health; BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Medicine; COPD; Hazard ratio; Disease management; Emergency medicine; Quality of life (healthcare); Mortality rate; Hospital readmission; Disease; Confidence interval; Internal medicine","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":[0.001880291,0.0001954381,0.0001957865,0.000387606,0.0003383403,0.0004991769,0.0004503349,0.0003719352,0.0007201967],"category_scores_gemma":[0.008580507,0.00009629065,0.0003300086,0.0003143175,0.0002502846,0.0002345357,0.0008537682,0.0004780805,0.00003857055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002644615,"about_ca_system_score_gemma":0.005127712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04529223,"about_ca_topic_score_gemma":0.06707942,"domain_scores_codex":[0.9985436,0.0005529597,0.00008899254,0.0001047423,0.000379301,0.0003304498],"domain_scores_gemma":[0.9947137,0.001186283,0.001257042,0.0001377206,0.0006056469,0.002099488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002296172,0.0061231,0.867094,0.0002359182,0.0003242697,0.0001483314,0.0003414828,0.001511045,0.001063848,0.00009257335,0.001137518,0.1196317],"study_design_scores_gemma":[0.0001829509,0.00315475,0.9952433,0.00005957741,0.00006384419,0.00005577619,0.0001177791,0.0007080288,0.0001227607,0.00001494533,0.0002719016,0.000004335909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986285,0.0002394747,0.0000552197,0.0002577092,0.000007986927,0.00009053107,0.00006115505,0.000007402299,0.000652045],"genre_scores_gemma":[0.999411,0.0001002374,0.000162571,0.000071999,0.00001474488,0.00003851011,0.0001068084,8.418073e-7,0.00009323567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04529223,"threshold_uncertainty_score":0.09005719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0273479582504409,"score_gpt":0.406366166690682,"score_spread":0.3790182084402411,"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."}}