{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001279394,0.0001883808,0.0004895238,0.0001564337,0.00005167647,4.146712e-7,0.0001188194,0.00004074347,0.003890238],"category_scores_gemma":[0.0001978031,0.0001392664,0.0001247546,0.0003672536,0.0003832165,0.00004506689,0.00007716667,0.0001226956,0.00003778896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007213739,"about_ca_system_score_gemma":0.00002988758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006026361,"about_ca_topic_score_gemma":0.00001452258,"domain_scores_codex":[0.9983391,0.00003954318,0.0007569066,0.0003184137,0.0003164525,0.0002296465],"domain_scores_gemma":[0.9987877,0.00004628755,0.0002807368,0.0004011351,0.00013327,0.0003508824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001363993,0.00036874,0.7605141,0.0002936248,0.0001155775,0.00005109769,0.0003665763,4.222666e-7,0.000001665771,0.00003750059,0.01690513,0.2212092],"study_design_scores_gemma":[0.0006835267,0.001677783,0.7651888,0.0001223443,0.0002313726,0.000003450084,0.0003169902,0.0000148186,0.000007455822,0.0000458755,0.2315951,0.0001124956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639021,0.007428647,0.0002711144,0.0005536512,0.0008470821,0.0005522224,0.00001643212,0.00006567788,0.02636308],"genre_scores_gemma":[0.9365408,0.05903064,0.001495981,0.0009001587,0.0003928595,0.00008850428,0.00003724657,0.00004009503,0.001473732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2210967,"threshold_uncertainty_score":0.9970204,"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."}}