{"id":"W3080650109","doi":"10.1177/8755122520942762","title":"Evaluation of the Management of Acute Exacerbations of Chronic Obstructive Pulmonary Disease in Hospitalized Patients","year":2020,"lang":"en","type":"article","venue":"Journal of Pharmacy Technology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Richmond Hospital; Vancouver Coastal Health; University of British Columbia","funders":"","keywords":"Medicine; Guideline; Smoking cessation; Intensive care medicine; Retrospective cohort study; Emergency medicine; Cohort; Acute care; Health care; 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":[0.001545206,0.0001954336,0.0004503999,0.0007538322,0.0005846655,0.0008164163,0.0004451874,0.0004554114,0.001027913],"category_scores_gemma":[0.008800654,0.000144476,0.0003249801,0.0007206831,0.0002694332,0.0005771432,0.0004784568,0.0005463051,0.0001358429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009845907,"about_ca_system_score_gemma":0.001722487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004506497,"about_ca_topic_score_gemma":0.007498474,"domain_scores_codex":[0.9983793,0.0004721497,0.0004199188,0.00009220949,0.000459338,0.0001770697],"domain_scores_gemma":[0.9950492,0.0009071527,0.002385516,0.00005568639,0.0008169441,0.0007854631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006719298,0.00009815029,0.9922179,0.00009596007,0.00002310977,0.0002115449,0.000193179,0.00005531964,0.0000833558,0.00002195066,0.0004368765,0.006495498],"study_design_scores_gemma":[0.00000970949,0.0003310309,0.9963449,0.0001309572,0.00002130577,0.0008988575,0.001302229,0.0003874605,0.00007926903,0.0000435162,0.0004451826,0.000005529542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954274,0.001304723,0.00009991516,0.0007756355,0.00002035257,0.00008220553,0.0003060444,0.000007230379,0.001976456],"genre_scores_gemma":[0.9983498,0.0006878643,0.0003858823,0.0001368211,0.00003113485,0.00003928392,0.0002780977,0.000001565488,0.00008948149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004506497,"threshold_uncertainty_score":0.008960545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02644043065261734,"score_gpt":0.3444026640379475,"score_spread":0.3179622333853301,"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."}}