{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006832209,0.0001386537,0.0002785324,0.00008043511,0.00006462558,0.000008983462,0.0000580723,0.00007964346,0.00002665507],"category_scores_gemma":[0.0003460271,0.0001164071,0.00008661675,0.0003685004,0.00003272166,0.00009253733,0.00001338633,0.00007738544,0.000003274356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000262292,"about_ca_system_score_gemma":0.0001121539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004903559,"about_ca_topic_score_gemma":0.000004210411,"domain_scores_codex":[0.9990784,0.00001983476,0.0002501116,0.0002669385,0.0002417592,0.0001429532],"domain_scores_gemma":[0.999288,0.00005034921,0.0001598036,0.000158667,0.0001995952,0.0001435858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001463034,0.0008404227,0.9976517,0.0001037056,0.0001287348,0.000002208199,0.0001502383,0.0001496487,8.774596e-7,0.00002549487,0.0007714384,0.00002920821],"study_design_scores_gemma":[0.002615022,0.007950264,0.9880242,0.000006085668,0.000950911,9.776481e-7,0.00004918082,0.0002396708,0.00001849143,0.000009332339,0.000007008717,0.0001288461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947381,0.00009760039,0.001570813,0.0001987303,0.0001138513,0.003024424,0.00008468258,0.0001164638,0.00005531265],"genre_scores_gemma":[0.9984596,0.00000803654,0.0002343467,0.0002308083,0.0003928164,0.0001153557,0.0005218305,0.00002959306,0.000007594374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00962751,"threshold_uncertainty_score":0.4746943,"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."}}