{"id":"W3085347761","doi":"10.1177/0897190020953032","title":"Antibiotics Utilization for Community Acquired Pneumonia in a Community Hospital Emergency Department","year":2020,"lang":"en","type":"article","venue":"Journal of Pharmacy Practice","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Peace Arch Hospital; University of British Columbia Hospital","funders":"","keywords":"Medicine; Community-acquired pneumonia; Ceftriaxone; Emergency department; Antimicrobial stewardship; Moxifloxacin; Antibiotics; Pneumonia; Emergency medicine; Intensive care medicine; Antibiotic resistance; Internal medicine","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":[0.001019197,0.0001333897,0.0003023932,0.000110133,0.0003114208,0.00002074726,0.0001717645,0.00004789345,0.00004593247],"category_scores_gemma":[0.003101141,0.0001178695,0.0001571334,0.0003504988,0.00003793199,0.0006472886,0.00005728746,0.0009963957,0.000007874357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001106173,"about_ca_system_score_gemma":0.0002072697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004277846,"about_ca_topic_score_gemma":0.00001102342,"domain_scores_codex":[0.9979388,0.0009026034,0.0006698899,0.00006640376,0.0002452686,0.0001770644],"domain_scores_gemma":[0.9978682,0.0004897873,0.000660873,0.0001701484,0.0005714474,0.0002394778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004712429,0.01980088,0.2405916,0.001485383,0.001006752,0.0004012871,0.01829625,0.0004649593,0.6952282,0.0001123724,0.0105899,0.007310048],"study_design_scores_gemma":[0.02292533,0.01210018,0.14253,0.0002887923,0.002509243,0.001360908,0.01275814,0.006025341,0.04295139,0.0001611489,0.7558081,0.0005814422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754739,0.0002098841,0.00155287,0.02113602,0.000575221,0.00047565,0.00001661951,0.00002188648,0.0005379815],"genre_scores_gemma":[0.9957267,0.0007328035,0.0005041918,0.00272778,0.0002616109,0.000001963416,0.00001119453,0.0000203766,0.00001336634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7452182,"threshold_uncertainty_score":0.480658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1329810561362918,"score_gpt":0.4243548687991805,"score_spread":0.2913738126628888,"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."}}