{"id":"W4396230502","doi":"10.1001/jamanetworkopen.2024.8976","title":"Sociodemographic Factors and Trends in Bronchiolitis-Related Emergency Department Visit and Hospitalization Rates","year":2024,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Respiratory viral infections research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Institute for Clinical Evaluative Sciences; University of Toronto; SickKids Foundation; Hospital for Sick Children; Public Health Ontario","funders":"","keywords":"Bronchiolitis; Medicine; Emergency department; Residence; Demography; Population; Cohort; Pediatrics; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004575939,0.0001519913,0.0001772384,0.0006361466,0.000343518,0.0003957857,0.0003471755,0.0002729433,0.001522463],"category_scores_gemma":[0.001815461,0.0001886159,0.0003324825,0.0009219776,0.0002595123,0.0002778325,0.0002992013,0.0003015087,0.0001259543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357016,"about_ca_system_score_gemma":0.001469985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3488594,"about_ca_topic_score_gemma":0.4124116,"domain_scores_codex":[0.9996154,0.00004583744,0.00003706016,0.00007359855,0.0001103973,0.0001176994],"domain_scores_gemma":[0.9988104,0.000104221,0.0006004538,0.00004560465,0.0002182018,0.0002210449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001079054,0.000005260613,0.99967,0.00000308417,0.00001241224,0.000008718406,0.0000284015,0.00001234311,0.00002491357,0.000004406483,0.00004353644,0.0001762239],"study_design_scores_gemma":[8.60311e-7,0.000007355385,0.9998504,0.000002207619,0.000003111524,0.00001243525,0.00005174146,0.00003450572,0.000005569966,0.00000144188,0.00002974154,5.803694e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975104,0.0001641813,0.00003459489,0.00006231898,0.000002364824,0.000008746832,0.001905804,0.000003406824,0.0003081013],"genre_scores_gemma":[0.998753,0.00008064346,0.00005004474,0.00001137049,0.000002687075,0.000008230255,0.0009704952,8.760071e-7,0.0001226859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3488594,"threshold_uncertainty_score":0.6936576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03064633062573911,"score_gpt":0.3685733732523061,"score_spread":0.337927042626567,"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."}}