{"id":"W3019209241","doi":"10.1080/02770903.2020.1759084","title":"Reducing the hidden burden of severe asthma: recognition and referrals from primary practice","year":2020,"lang":"en","type":"article","venue":"Journal of Asthma","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"TD Bank Group; University of Toronto; University Health Network","funders":"Natural Environment Research Council; Novartis","keywords":"Medicine; Asthma; Inhaler; Referral; Intensive care medicine; Emergency department; Primary care; Adverse effect; Inhaled corticosteroids; Emergency medicine; Pediatrics; Family medicine; Internal medicine; Nursing","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":[0.003646997,0.0003317448,0.0007363275,0.001689159,0.002405908,0.00207736,0.001299099,0.00318533,0.006013398],"category_scores_gemma":[0.03410604,0.0006132121,0.000508055,0.001144719,0.001009624,0.002478195,0.002946093,0.002727904,0.00125742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001983138,"about_ca_system_score_gemma":0.00428484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01218422,"about_ca_topic_score_gemma":0.0179141,"domain_scores_codex":[0.9923155,0.003031222,0.0009868364,0.0008302415,0.001711779,0.001124325],"domain_scores_gemma":[0.985779,0.003936641,0.003740346,0.0005042186,0.001964527,0.004075283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002058546,0.0007709073,0.7817425,0.0007954782,0.00006080207,0.02503406,0.01129368,0.0002189097,0.001914253,0.0008043087,0.03264274,0.1445164],"study_design_scores_gemma":[0.0001571362,0.0007718906,0.8750535,0.00410732,0.000119962,0.05752424,0.03487898,0.002671659,0.0005628148,0.005308639,0.01862658,0.0002171482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7726017,0.01265517,0.003483079,0.18255,0.001953957,0.0009987553,0.0003617668,0.0003238204,0.0250717],"genre_scores_gemma":[0.972615,0.005648487,0.004272324,0.0145003,0.001481941,0.0001739519,0.0001665536,0.00004588032,0.001095689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01218422,"threshold_uncertainty_score":0.02422655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03934913482564525,"score_gpt":0.2830516815620164,"score_spread":0.2437025467363712,"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."}}