{"id":"W2137618994","doi":"10.1017/s0022215113000418","title":"The management of recurrent croup in children","year":2013,"lang":"en","type":"article","venue":"The Journal of Laryngology & Otology","topic":"Otolaryngology and Infectious Diseases","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"","keywords":"Croup; Medicine; Pediatrics; Etiology; Reflux; Retrospective cohort study; Airway; Disease; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007599597,0.0001249449,0.0004219774,0.0001430358,0.0001008412,0.000003655687,0.0003307021,0.0001346231,0.0003493266],"category_scores_gemma":[0.00006624262,0.00006352697,0.0001368,0.0001711145,0.0006069971,0.00006967118,0.00009496767,0.000506399,0.00004908856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003186984,"about_ca_system_score_gemma":0.00006046554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005808588,"about_ca_topic_score_gemma":0.00002244805,"domain_scores_codex":[0.9984236,0.000431898,0.0006297184,0.00009526534,0.0001251823,0.0002943779],"domain_scores_gemma":[0.9987423,0.0002990036,0.000426285,0.000314762,0.0001473736,0.00007029016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007094044,0.0004476451,0.9791244,0.00004833074,0.001132096,0.00007475097,0.0001980676,0.000009535808,0.000389994,0.003381673,0.005130833,0.009353232],"study_design_scores_gemma":[0.001577201,0.001140559,0.9886976,0.00005039681,0.0003295387,0.004176943,0.0001389924,0.00001122067,0.0001815678,0.002769393,0.0008738188,0.00005272541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877388,0.004687734,0.0000259749,0.004412608,0.0003179753,0.0005085493,0.000001179757,0.000007279777,0.002299877],"genre_scores_gemma":[0.9964939,0.002484698,0.000101606,0.0006676309,0.00007891867,0.00001764122,0.000001788214,0.000009894775,0.0001438682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009573206,"threshold_uncertainty_score":0.3824882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006106399559357326,"score_gpt":0.2547083947726529,"score_spread":0.2486019952132956,"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."}}