{"id":"W166364669","doi":"10.1155/2013/501038","title":"Variations in the Management of Acute Exacerbations of Chronic Obstructive Pulmonary Disease","year":2013,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; COPD; Pulmonary disease; Anticholinergic; Intensive care medicine; Exacerbation; Retrospective cohort study; Acute exacerbation of chronic obstructive pulmonary disease; Emergency medicine; Respiratory Medicine; Internal medicine; Surgery","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":[0.003861156,0.0001095401,0.0002599967,0.0007596966,0.0009491068,0.0006792675,0.0007187644,0.0004777646,0.000867006],"category_scores_gemma":[0.0233156,0.0001233503,0.0002301409,0.001526623,0.0005167939,0.0005482211,0.001053826,0.0006155123,0.0000731874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003029451,"about_ca_system_score_gemma":0.004876255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03486883,"about_ca_topic_score_gemma":0.05783531,"domain_scores_codex":[0.9929212,0.002868101,0.001239291,0.0004480987,0.00190356,0.0006197786],"domain_scores_gemma":[0.9859994,0.004991527,0.00600549,0.0003439566,0.001532039,0.001127612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001058913,0.0001907057,0.9316689,0.0004908861,0.00005695644,0.0005412874,0.003134178,0.0003118767,0.0002813844,0.0003578022,0.001239159,0.06162097],"study_design_scores_gemma":[0.0000144547,0.0001159254,0.9927917,0.0003052203,0.0000219333,0.0008531917,0.002796287,0.0003462418,0.0001030336,0.0002584762,0.002382694,0.00001083966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865534,0.006737088,0.0004538829,0.003031924,0.00004882973,0.0001085354,0.0002324044,0.00001322833,0.002820779],"genre_scores_gemma":[0.9979867,0.0009723653,0.0005419424,0.0002487721,0.00002502971,0.00002339465,0.0001291111,0.000002085488,0.00007061117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03486883,"threshold_uncertainty_score":0.06933177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01945981922119333,"score_gpt":0.2790146153004017,"score_spread":0.2595547960792083,"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."}}