{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005817799,0.0002059847,0.0004102465,0.000198207,0.0003369163,0.00004461037,0.0002382516,0.0001381366,0.0001142959],"category_scores_gemma":[0.0006151496,0.0001437964,0.0008474861,0.0009249037,0.0001297094,0.0002866455,0.0001294643,0.0004637154,0.00001983999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005660218,"about_ca_system_score_gemma":0.0006439201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004048194,"about_ca_topic_score_gemma":0.00001864832,"domain_scores_codex":[0.9978387,0.000160996,0.0007407524,0.0002259292,0.0005344044,0.0004992441],"domain_scores_gemma":[0.9980934,0.00008542623,0.0005000332,0.0003463326,0.0007134366,0.0002614107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001357734,0.0005604739,0.9588892,0.0001448106,0.0003738203,0.00001130894,0.0001601609,0.00005087068,0.0003781359,0.00001394861,0.03890046,0.0003809628],"study_design_scores_gemma":[0.007349317,0.003071335,0.9773017,0.00008027109,0.003051704,0.001208353,0.0001441484,0.0009323082,0.0003641141,0.001030387,0.005058306,0.0004080996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945911,0.001359878,0.000498904,0.0002303443,0.001928516,0.0008892553,0.000047302,0.00003186928,0.0004227846],"genre_scores_gemma":[0.9935529,0.001761651,0.0002133729,0.0002865033,0.003848628,0.000018889,0.000003368246,0.00003943033,0.0002752719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03384216,"threshold_uncertainty_score":0.5863848,"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."}}