{"id":"W2910747911","doi":"10.1093/jpids/piy131","title":"Inappropriate Antibiotic Prescribing for Acute Bronchiolitis in US Emergency Departments, 2007–2015","year":2018,"lang":"en","type":"article","venue":"Journal of the Pediatric Infectious Diseases Society","topic":"Respiratory viral infections research","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Montreal Children's Hospital","funders":"","keywords":"Medicine; Bronchiolitis; Emergency department; Antibiotics; Intensive care medicine; MEDLINE; Emergency medicine; Medical emergency; Coronavirus disease 2019 (COVID-19); Pneumonia; Internal medicine; Infectious disease (medical specialty); Respiratory system; Microbiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000875718,0.0002100609,0.0002814933,0.001119284,0.0004185901,0.0008060713,0.0005286759,0.0004488039,0.001079983],"category_scores_gemma":[0.005245834,0.0002803705,0.0004112092,0.001517345,0.000279319,0.0007870109,0.0008041066,0.0007556727,0.0001844981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001866368,"about_ca_system_score_gemma":0.001781302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05009308,"about_ca_topic_score_gemma":0.0808418,"domain_scores_codex":[0.9978868,0.000344125,0.0006632006,0.0002732389,0.0006107657,0.00022186],"domain_scores_gemma":[0.9968163,0.0003917473,0.001797126,0.00007936707,0.0005425902,0.000372834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000514041,0.00002066724,0.9944441,0.00007088795,0.00006837007,0.0001134974,0.0001038724,0.00009792318,0.00009944391,0.00003143993,0.002088897,0.002809528],"study_design_scores_gemma":[0.000004461755,0.00001780126,0.997948,0.0001223951,0.00002341733,0.0003706274,0.0003109341,0.0001776501,0.00008320119,0.00001534585,0.0009219251,0.000004103989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771279,0.008387487,0.0002159146,0.001784723,0.0001353274,0.00005088889,0.009480686,0.00003872537,0.00277832],"genre_scores_gemma":[0.9925965,0.002199593,0.0002445647,0.0007337876,0.00009222415,0.00002875888,0.003863394,0.000008774828,0.0002323952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05009308,"threshold_uncertainty_score":0.099603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02005654749789236,"score_gpt":0.3465869769541884,"score_spread":0.3265304294562961,"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."}}