{"id":"W4385287711","doi":"10.21203/rs.3.rs-3101976/v1","title":"Quantitative Analysis of the Impact of Infectious Disease Physicians on Patients in the Emergency Department Fast-Track Parenteral Antibiotics Program","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"Vancouver Coastal Health Research Institute","keywords":"Medicine; Emergency department; Medical diagnosis; Antibiotics; Emergency medicine; Retrospective cohort study; Infectious disease (medical specialty); Medical record; Disease; Pediatrics; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003215903,0.0001720842,0.0002705135,0.002261687,0.0005311351,0.0009146585,0.0005494195,0.0003193056,0.002258746],"category_scores_gemma":[0.02247604,0.0001587327,0.0004510384,0.002285585,0.0005071515,0.0007204548,0.0008882144,0.0004808575,0.0002547306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275448,"about_ca_system_score_gemma":0.001212923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004911237,"about_ca_topic_score_gemma":0.00670803,"domain_scores_codex":[0.9948964,0.002097031,0.000871434,0.000469724,0.001250838,0.0004145413],"domain_scores_gemma":[0.9602147,0.01573187,0.0161194,0.0006641517,0.004398305,0.002871573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00012296,0.00008541847,0.9953193,0.00003450974,0.00003823194,0.000031408,0.000521543,0.00008163149,0.0001061144,0.00003228211,0.0002173257,0.003409145],"study_design_scores_gemma":[0.000005248676,0.0001887639,0.9973151,0.0000146309,0.00001078477,0.00007239854,0.001769713,0.0002610486,0.00008090834,0.00001261589,0.000262658,0.00000621368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978111,0.00009960966,0.0001624356,0.00009294706,0.000005782483,0.00005128762,0.0009316902,0.000007928033,0.0008371812],"genre_scores_gemma":[0.9990494,0.00004893756,0.0002360199,0.00002633001,0.000008908642,0.00004939091,0.0004408417,0.000001905972,0.0001382169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004911237,"threshold_uncertainty_score":0.01700753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04838569186130068,"score_gpt":0.4152833220293313,"score_spread":0.3668976301680306,"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."}}