{"id":"W3110272221","doi":"10.1016/j.jaip.2020.11.053","title":"Potential Severe Asthma Hidden in UK Primary Care","year":2020,"lang":"en","type":"article","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Sanofi Genzyme; Merck Sharp and Dohme; Genentech; Grifols; Optimum Patient Care; Mylan; Regeneron Pharmaceuticals; Roche; Novo Nordisk; Medical Research Council; Teva Pharmaceutical Industries; MedImmune; Sanofi; Mundipharma International; Novartis; Amgen; Boehringer Ingelheim; Schering-Plough; GlaxoSmithKline; Merck; Bayer; Chiesi Farmaceutici; AstraZeneca; Novartis Pharmaceuticals UK Limited; AKL Research and Development; Actelion Pharmaceuticals; Pfizer","keywords":"Medicine; Asthma; Referral; Cohort; Pediatrics; Internal medicine; Emergency medicine; Family medicine","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":[0.001254836,0.0001619616,0.0003905424,0.0007854459,0.001863977,0.002568653,0.0007265304,0.001691207,0.01406577],"category_scores_gemma":[0.01891197,0.0004736919,0.0003273814,0.001240298,0.001046089,0.002467601,0.003086549,0.002545006,0.000721438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002962138,"about_ca_system_score_gemma":0.004679168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1115861,"about_ca_topic_score_gemma":0.1517783,"domain_scores_codex":[0.9956414,0.001428686,0.0004512333,0.0003642237,0.0008659224,0.001248554],"domain_scores_gemma":[0.9849134,0.004439623,0.004593088,0.0007762221,0.001334461,0.003943196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006873976,0.0002431988,0.8538986,0.00139259,0.00009001264,0.005389635,0.02305697,0.0001863027,0.0006927549,0.003833073,0.04208111,0.06844836],"study_design_scores_gemma":[0.0000513606,0.0002580288,0.9455992,0.001920952,0.00006448917,0.003218934,0.0330497,0.0005322489,0.000111028,0.002088406,0.01305251,0.00005299384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8844953,0.0135627,0.0002533189,0.07558517,0.0006741158,0.00007122194,0.002209707,0.00004125695,0.02310725],"genre_scores_gemma":[0.9941811,0.001582476,0.00007635338,0.002966188,0.0001548516,0.00001263164,0.0001872226,0.00000553483,0.0008334843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1115861,"threshold_uncertainty_score":0.2218732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01875334953914433,"score_gpt":0.3235858169347395,"score_spread":0.3048324673955952,"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."}}