{"id":"W3122551350","doi":"10.1007/s12325-020-01598-2","title":"The Myth of Mild: Severe Exacerbations in Mild Asthma: An Underappreciated, but Preventable Problem","year":2021,"lang":"en","type":"article","venue":"Advances in Therapy","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"AstraZeneca","keywords":"Medicine; Asthma; Exacerbation; Formoterol; Intensive care medicine; Asthma exacerbations; Salmeterol; Allergy; Budesonide; Pediatrics; Internal medicine; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005487849,0.0009460296,0.001690452,0.001012637,0.002552196,0.00417385,0.003129611,0.01743507,0.004664988],"category_scores_gemma":[0.03287417,0.0005180084,0.001682193,0.0006659472,0.007176124,0.009165931,0.002460912,0.03138303,0.003285622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003076775,"about_ca_system_score_gemma":0.005663216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006151756,"about_ca_topic_score_gemma":0.01115226,"domain_scores_codex":[0.993557,0.002651164,0.0008055447,0.0008605315,0.001676154,0.0004495792],"domain_scores_gemma":[0.976476,0.0148947,0.001395119,0.0005741973,0.004908189,0.001751867],"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":[0.00005988579,0.0000106138,0.0001752089,0.0008597446,0.00003091424,0.0005866265,0.0006695292,0.00003693055,0.0001529395,0.004001821,0.9711735,0.02224244],"study_design_scores_gemma":[0.00003903418,0.0000621182,0.0004437547,0.002851182,0.00004690471,0.00298077,0.0008601773,0.00009107712,0.0001155664,0.007921461,0.9845251,0.00006278741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002794769,0.05133883,0.0003743135,0.8093061,0.1372613,0.000008782508,0.00006665166,0.00004227601,0.001322196],"genre_scores_gemma":[0.004804346,0.05041521,0.0004501045,0.7185175,0.2227699,0.00002493233,0.00005770069,0.00007003865,0.002890341],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01743507,"threshold_uncertainty_score":0.02902281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01742762210488373,"score_gpt":0.3125373688970818,"score_spread":0.295109746792198,"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."}}