{"id":"W3102469794","doi":"10.1542/hpeds.2020-001362","title":"Predictors of Hospitalization for Children With Croup, a Population-Based Cohort Study","year":2020,"lang":"en","type":"article","venue":"Hospital Pediatrics","topic":"Otolaryngology and Infectious Diseases","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Children's Hospital of Eastern Ontario","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Croup; Emergency department; Triage; Logistic regression; Population; Pediatrics; Cohort; Cohort study; Emergency medicine; Internal medicine; Psychiatry; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007163983,0.0003749126,0.000313501,0.001025719,0.0009565289,0.0007904793,0.0006924619,0.0003565329,0.0008250641],"category_scores_gemma":[0.002227395,0.0003492025,0.0005013738,0.001151829,0.0004133307,0.00045493,0.0007225719,0.0008286712,0.0001186125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003225071,"about_ca_system_score_gemma":0.003986128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4251643,"about_ca_topic_score_gemma":0.5957701,"domain_scores_codex":[0.9994327,0.00006369626,0.00003812619,0.0001209423,0.0001654932,0.0001789733],"domain_scores_gemma":[0.9987609,0.00008450181,0.0005395502,0.00008859481,0.0002435267,0.0002828623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008601031,0.000007317025,0.999675,0.000001877537,0.000006673298,0.00002393705,0.00004293971,0.00000724182,0.00002433815,0.000005068485,0.00005799335,0.0001390089],"study_design_scores_gemma":[0.000002535587,0.00001689525,0.9995592,0.000004848882,0.000005914371,0.0000667569,0.0001908763,0.00006633767,0.000009530452,0.000002893994,0.00007276338,0.00000139142],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987105,0.00006015695,0.00005718513,0.00005689302,0.000003725658,0.00003027184,0.0008418679,0.000002734683,0.0002366472],"genre_scores_gemma":[0.9985271,0.00009029941,0.0001375239,0.00003139078,0.000005282488,0.00002168623,0.001069695,0.000002005955,0.0001150785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4251643,"threshold_uncertainty_score":0.8453791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004931246346356611,"score_gpt":0.226193638544648,"score_spread":0.2212623921982914,"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."}}