{"id":"W2085738925","doi":"10.1111/acem.12422","title":"PRAM Score as Predictor of Pediatric Asthma Hospitalization","year":2014,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Triage; Asthma; Emergency department; Logistic regression; Receiver operating characteristic; Emergency medicine; Pediatrics; 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":[0.0004687352,0.0002441217,0.0004899204,0.0002674071,0.00006378672,2.447428e-7,0.0002002268,0.000282599,0.00216374],"category_scores_gemma":[0.001668208,0.000178362,0.0001190871,0.000663005,0.0001680882,0.0001112826,0.00004974757,0.0003801118,0.0000829534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002772299,"about_ca_system_score_gemma":0.0001365828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002783447,"about_ca_topic_score_gemma":8.680285e-7,"domain_scores_codex":[0.9974352,0.00008442536,0.00104871,0.0003685495,0.0007457826,0.0003173261],"domain_scores_gemma":[0.9984367,0.00005792922,0.0004497831,0.0003822753,0.0002782008,0.0003950485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001028871,0.0001047727,0.9542581,0.0005861151,0.00004229165,0.000004776142,0.0004011198,0.000007997205,0.002915152,0.001344851,0.03810487,0.002127043],"study_design_scores_gemma":[0.003267349,0.003930288,0.9088667,0.0006399521,0.0007974203,0.0000297709,0.0003407526,0.0005109401,0.001113691,0.00153097,0.07857739,0.0003947643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793335,0.009101675,0.0007434655,0.0008372443,0.00133158,0.0004874628,0.00000723179,0.000126236,0.008031638],"genre_scores_gemma":[0.9876755,0.005508467,0.00003498342,0.0004062708,0.004346925,0.00002705743,0.00009190338,0.00004433668,0.00186452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04539142,"threshold_uncertainty_score":0.9987484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02152130808922022,"score_gpt":0.3162245624485015,"score_spread":0.2947032543592813,"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."}}