{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006526465,0.0001011678,0.0003773436,0.00005168409,0.00004584706,0.000007899272,0.0001652874,0.00019439,0.00007244211],"category_scores_gemma":[0.001305872,0.00006380984,0.0001070958,0.0001206815,0.0002465283,0.0001798794,0.0001022582,0.001268826,0.00001381291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003034655,"about_ca_system_score_gemma":0.0003123106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001601747,"about_ca_topic_score_gemma":0.00001607048,"domain_scores_codex":[0.9980634,0.0007749003,0.0007347231,0.000114599,0.0001585076,0.0001538598],"domain_scores_gemma":[0.9983637,0.0008686084,0.0004061947,0.0001296842,0.0001185049,0.0001133095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1830458,0.004260599,0.1326222,0.0001657472,0.01106304,0.02020703,0.01214946,0.000284959,0.004851451,0.0004917645,0.004402129,0.6264558],"study_design_scores_gemma":[0.009821112,0.005552216,0.9083688,0.0002416997,0.0007148408,0.003206803,0.01822216,0.00002605552,0.00003267152,0.0001111256,0.05352957,0.000172894],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578434,0.02075347,0.00002873024,0.01895019,0.000260202,0.00009796664,0.000001077127,0.00000522186,0.00205977],"genre_scores_gemma":[0.9740857,0.01666376,0.0003025111,0.008570673,0.0003259328,7.043652e-7,0.00000215089,0.000009847029,0.00003867267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7757466,"threshold_uncertainty_score":0.5512487,"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."}}