{"id":"W2922291884","doi":"10.1017/cem.2019.10","title":"How to diagnose and treat acute asthma","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Institute of Circulatory and Respiratory Health; Canadian Institutes of Health Research; China Academy of Engineering Physics; Government of Canada; Canadian Association of Emergency Physicians; Canadian Thoracic Society","keywords":"Medicine; Asthma; Content (measure theory); Medical emergency; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002748535,0.001327353,0.001774537,0.00407868,0.003347818,0.005436199,0.001521742,0.006503644,0.01659801],"category_scores_gemma":[0.02153855,0.0007415066,0.002085889,0.000852589,0.001828751,0.00508246,0.002798602,0.01068395,0.01360308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004135496,"about_ca_system_score_gemma":0.01667755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03952914,"about_ca_topic_score_gemma":0.07547174,"domain_scores_codex":[0.9956217,0.001007758,0.0007385088,0.0002620063,0.001784741,0.0005853468],"domain_scores_gemma":[0.9903391,0.001667349,0.0005627269,0.0002388385,0.0050801,0.002111753],"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":[0.00006114829,0.0004449723,0.01206433,0.0008806937,0.00009010961,0.002352652,0.0003536151,0.0002640587,0.0006100049,0.002290782,0.6387615,0.3418261],"study_design_scores_gemma":[0.0003171809,0.0002324482,0.03704341,0.01354616,0.0003586753,0.009179229,0.004272658,0.0007378648,0.0008778504,0.01752756,0.9156647,0.0002422285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004462685,0.09037305,0.009831415,0.755038,0.04404624,0.0006575123,0.000750083,0.000734837,0.09410615],"genre_scores_gemma":[0.1145341,0.2416569,0.08827247,0.3645069,0.1234451,0.001867911,0.002729413,0.0005495576,0.06243766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03952914,"threshold_uncertainty_score":0.07859814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03141821393448556,"score_gpt":0.3086220866983516,"score_spread":0.277203872763866,"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."}}