{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000242754,0.0001398796,0.000172442,0.0003382936,0.0005687533,0.0001124869,0.0001184658,0.00005417336,0.0001582041],"category_scores_gemma":[0.00009297629,0.0001473222,0.00005609418,0.0007623215,0.0000798067,0.0001847123,0.0003216404,0.0004156495,0.00005853813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004459757,"about_ca_system_score_gemma":0.0001698203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01709113,"about_ca_topic_score_gemma":0.002696482,"domain_scores_codex":[0.9983929,0.00005825402,0.000201273,0.0003458027,0.0004351888,0.0005665741],"domain_scores_gemma":[0.9990508,0.00004857058,0.00004108167,0.0003334753,0.00006748134,0.0004586099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001773101,0.0001638145,0.9782993,0.0001523915,0.00003670343,0.001137319,0.0002116331,0.00004552026,0.00000757153,0.000596174,0.01090983,0.008422076],"study_design_scores_gemma":[0.0008177987,0.0007649611,0.9336147,0.000005073237,0.00005517175,0.0000729118,0.0006334912,0.00007242675,0.00001404968,0.00005181015,0.06369271,0.0002048548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931014,0.0008199042,0.00001298289,0.0005302539,0.0003948776,0.0005988622,0.0001458788,0.00006018774,0.004335642],"genre_scores_gemma":[0.9958428,0.0003982972,0.0001692006,0.0005927536,0.0002171306,0.00002942613,0.0000457682,0.00003253837,0.002672146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05278288,"threshold_uncertainty_score":0.9894542,"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."}}