{"id":"W2298649976","doi":"10.1155/2008/973062","title":"Asthma Worsenings: Approaches to Prevention and Management from the Asthma Worsenings Working Group","year":2008,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; St. Joseph’s Healthcare Hamilton; University of Alberta Hospital; Université de Montréal; McGill University; York Central Hospital; Hôpital du Sacré-Cœur de Montréal; McMaster University; Izaak Walton Killam Health Centre; University of Toronto; Dalhousie University; University of British Columbia; College & Association of Registered Nurses of Alberta; Alberta Hospital Edmonton; Vancouver General Hospital; Mount Sinai Hospital","funders":"National Center for Advancing Translational Sciences; Sanofi; University of British Columbia; Purdue Pharma; AstraZeneca Canada; Lung Health Foundation; GlaxoSmithKline; Pfizer Canada; Novartis Pharmaceuticals Canada; Purdue University; AstraZeneca; European Respiratory Society; Pfizer","keywords":"Medicine; Asthma; Inhaler; Disease management; Family medicine; Intensive care medicine; Health literacy; Certification; Patient education; Health care; Disease; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005232699,0.0002968834,0.000326636,0.0004088718,0.001115968,0.0001528532,0.0002489945,0.0001353741,0.000219886],"category_scores_gemma":[0.00007476372,0.0002233175,0.0001882977,0.0004237864,0.0001998266,0.0001622734,0.00007213112,0.0005703943,0.00006200635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003026234,"about_ca_system_score_gemma":0.0005139722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006730991,"about_ca_topic_score_gemma":0.007330978,"domain_scores_codex":[0.9977844,0.0002011583,0.000463401,0.0004343743,0.0004787289,0.0006379089],"domain_scores_gemma":[0.9975553,0.00005862443,0.0001804675,0.0003744619,0.00006002454,0.001771076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006279505,0.0001885318,0.3642847,0.00008690676,0.0006454859,0.009860805,0.004382929,0.0001201881,0.0002798392,0.001645076,0.05912185,0.5587557],"study_design_scores_gemma":[0.0009906617,0.0002658545,0.3628991,0.0004803524,0.00006842415,0.0005981493,0.001280849,0.00002292574,0.00002680484,0.0001433464,0.6329702,0.00025338],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870203,0.00541998,0.0006607279,0.00198693,0.0003520479,0.0006549738,0.00001168818,0.00004481486,0.003848513],"genre_scores_gemma":[0.9848089,0.0001168952,0.001931416,0.009870569,0.001648869,0.0000454086,0.00001045432,0.00006667328,0.00150087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5738484,"threshold_uncertainty_score":0.9106625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06859438190427689,"score_gpt":0.2452847881007669,"score_spread":0.17669040619649,"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."}}