{"id":"W2112196971","doi":"10.1002/ppul.21162","title":"Croup presentations to emergency departments in Alberta, Canada: A large population‐based study","year":2009,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Otolaryngology and Infectious Diseases","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women and Children’s Health Research Institute; University of Alberta","funders":"Canadian Institutes of Health Research; Canada Research Chairs; Government of Alberta","keywords":"Medicine; Croup; Medical emergency; Population; Emergency medicine; Family medicine; Pediatrics; 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":[0.00007288915,0.000136033,0.0002568051,0.0003469143,0.00009718874,0.000003264781,0.00008454975,0.00008499133,0.0004441818],"category_scores_gemma":[0.0003123702,0.0001372112,0.00004321416,0.0006010256,0.000003556826,0.00005933822,0.00002114048,0.0001376892,0.00005290264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001365317,"about_ca_system_score_gemma":0.0003265208,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2943937,"about_ca_topic_score_gemma":0.8402911,"domain_scores_codex":[0.9987426,0.00009921905,0.000347486,0.0003008496,0.0001329217,0.000376906],"domain_scores_gemma":[0.9994043,0.00006149932,0.00006568194,0.0002447668,0.0000504105,0.0001733463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007633378,0.001465707,0.992591,0.000008073923,0.00001842493,0.00008779657,0.00006199413,0.00005292591,0.000002824196,0.00007728948,0.005458412,0.00009923483],"study_design_scores_gemma":[0.001368315,0.000552849,0.9970079,8.167001e-7,0.0001372296,0.000008210476,0.0000371712,0.00007042142,0.000002567479,0.0001354151,0.0005657024,0.0001134203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994909,0.0001223817,0.00004225289,0.002595904,0.0003296895,0.0009620356,0.00001669262,0.00003547525,0.0009866083],"genre_scores_gemma":[0.997768,0.00001363579,0.00004222972,0.00124279,0.000172511,0.0001265685,0.0001159518,0.000009625047,0.000508628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5458975,"threshold_uncertainty_score":0.710305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009086910434653097,"score_gpt":0.2926068575967278,"score_spread":0.2835199471620747,"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."}}