{"id":"W2273373389","doi":"10.1155/2013/726729","title":"Management of Chronic Obstructive Pulmonary Disease Exacerbations: How Well Are We Doing?","year":2013,"lang":"en","type":"letter","venue":"Canadian Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto; St. Michael's Hospital; Kingston General Hospital","funders":"","keywords":"Medicine; COPD; Medical prescription; Pulmonary disease; Intensive care medicine; Pharmacotherapy; Quality of life (healthcare); Population; Disease management; Internal medicine; Emergency medicine; Disease","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":[0.001886915,0.0006330941,0.001240491,0.0007335764,0.004679839,0.002737097,0.002331489,0.0205279,0.00683978],"category_scores_gemma":[0.01894016,0.0003137974,0.0007087492,0.001114642,0.002685692,0.004902479,0.0009858885,0.01887332,0.003850311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0116341,"about_ca_system_score_gemma":0.01092018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06533315,"about_ca_topic_score_gemma":0.1085031,"domain_scores_codex":[0.9971241,0.0006403134,0.0003663115,0.000231239,0.001175845,0.0004621638],"domain_scores_gemma":[0.9938971,0.001322874,0.0003215687,0.0001082422,0.002365366,0.001984871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007299976,0.0001134386,0.003345128,0.0003745162,0.00002166839,0.007270118,0.0006227373,0.0001314201,0.0002217341,0.002155819,0.8938473,0.09182325],"study_design_scores_gemma":[0.0002212964,0.0002804849,0.01310506,0.00731338,0.00007943775,0.02721964,0.004388053,0.0006424718,0.0002169564,0.01816756,0.9281974,0.0001683141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007503504,0.008973074,0.00007759863,0.9788931,0.007662589,0.00001568672,0.00002245315,0.00001754103,0.003587613],"genre_scores_gemma":[0.02001824,0.03753223,0.000831695,0.8809246,0.05292578,0.00004746021,0.00009806993,0.00002549981,0.007596351],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06533315,"threshold_uncertainty_score":0.1299058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02377963729108562,"score_gpt":0.2645152210472706,"score_spread":0.240735583756185,"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."}}