{"id":"W2064717856","doi":"10.1016/j.emc.2011.10.004","title":"Asthma Diagnosis and Management","year":2011,"lang":"en","type":"article","venue":"Emergency Medicine Clinics of North America","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal University Hospital; University of Saskatchewan","funders":"","keywords":"Medicine; Exacerbation; Asthma exacerbations; Asthma; Emergency department; Heliox; Intensive care medicine; Asthma management; Anesthesia; Internal 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":[0.0005772532,0.0003375327,0.0004877804,0.001462477,0.0009421369,0.0008830564,0.0005260013,0.0008816919,0.02129669],"category_scores_gemma":[0.002681855,0.0001604465,0.0005004477,0.0006074469,0.0001526056,0.0005241475,0.0007150624,0.0008927581,0.006507678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008428054,"about_ca_system_score_gemma":0.002081014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004257218,"about_ca_topic_score_gemma":0.006890418,"domain_scores_codex":[0.9992944,0.0001183263,0.00009937859,0.00008802707,0.000266342,0.000133478],"domain_scores_gemma":[0.9993153,0.00009772744,0.00009010237,0.00003231689,0.0002853756,0.0001792694],"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":[0.000202979,0.0007202606,0.2644288,0.0003618685,0.00005068788,0.007961891,0.0005036832,0.0002174385,0.001785606,0.001893379,0.2771907,0.4446828],"study_design_scores_gemma":[0.0001210868,0.0003292012,0.5443237,0.002267106,0.00008369693,0.02078612,0.001244773,0.0009215614,0.001170296,0.002473521,0.4262353,0.00004368652],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1541602,0.05014126,0.008271727,0.09639663,0.005983793,0.00378227,0.008738322,0.0007867776,0.671739],"genre_scores_gemma":[0.663565,0.04429518,0.01884006,0.02890612,0.01302606,0.002715263,0.01588809,0.0001488134,0.2126154],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02129669,"threshold_uncertainty_score":0.07124448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05089456388042903,"score_gpt":0.3317660621345691,"score_spread":0.28087149825414,"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."}}