{"id":"W4214926449","doi":"10.1542/hpeds.2021-006274","title":"Bronchiolitis Management and Unnecessary Antibiotic Use Across 3 Canadian PICUs","year":2022,"lang":"en","type":"article","venue":"Hospital Pediatrics","topic":"Respiratory viral infections research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; University of Ottawa; McGill University Health Centre; Université de Montréal; University of Toronto; McGill University","funders":"","keywords":"Medicine; Interquartile range; Bronchiolitis; Nasal cannula; Concomitant; Intensive care; Retrospective cohort study; Population; Confidence interval; Mechanical ventilation; Intensive care medicine; Internal medicine; Respiratory system; Surgery; Cannula","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":[0.0005226518,0.0004870507,0.000391047,0.001308956,0.001821431,0.001077606,0.001239807,0.0006471867,0.001644824],"category_scores_gemma":[0.003107891,0.0003694335,0.0005924727,0.002290281,0.0007438191,0.0004055655,0.001081716,0.0007475925,0.0001064457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01431881,"about_ca_system_score_gemma":0.01611044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8853128,"about_ca_topic_score_gemma":0.9159026,"domain_scores_codex":[0.9982951,0.00009035923,0.0001258875,0.0002819551,0.0006871897,0.0005195591],"domain_scores_gemma":[0.9974709,0.0001320053,0.001347931,0.00005129987,0.0004942495,0.000503608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000272479,0.000009911317,0.9978195,0.00002298154,0.00002513857,0.0001309407,0.0001578064,0.0000378345,0.00009934592,0.00002390951,0.0002305621,0.001414688],"study_design_scores_gemma":[0.000001716497,0.00001489608,0.999203,0.00002273778,0.00001180886,0.0001676824,0.0003327447,0.0000742968,0.0000243729,0.000005087608,0.0001382354,0.00000345318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960289,0.001057526,0.00007684729,0.0002846995,0.00001231943,0.00003554689,0.001196785,0.0000101632,0.00129721],"genre_scores_gemma":[0.9986116,0.0004365648,0.0001175301,0.000107115,0.0000101853,0.00001144821,0.0006219904,0.000002954051,0.00008063428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1146872,"threshold_uncertainty_score":0.2307252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031259860546931,"score_gpt":0.2974318680091415,"score_spread":0.2771192694036722,"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."}}