{"id":"W2210158737","doi":"10.1093/ofid/ofu052.26","title":"160A Simulation Study to Assess Indicators of Antimicrobial Use as Predictors of Resistance","year":2014,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital; McGill University; Institut National de Santé Publique du Québec","funders":"","keywords":"Medicine; Antimicrobial; Antibiotic resistance; Gerontology; Microbiology; Antibiotics; Biology","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":[0.004425661,0.001038665,0.0008233328,0.0007876247,0.0008219958,0.000949992,0.00135884,0.002049345,0.008458302],"category_scores_gemma":[0.01346312,0.0006725483,0.002223741,0.0005812803,0.00054811,0.0009440356,0.001071703,0.001564235,0.000753379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001880259,"about_ca_system_score_gemma":0.003188043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02466346,"about_ca_topic_score_gemma":0.0126751,"domain_scores_codex":[0.9975808,0.001724017,0.00007926358,0.0002346474,0.0001113086,0.0002698651],"domain_scores_gemma":[0.9814945,0.0146388,0.000808486,0.001081993,0.001023508,0.0009526465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01887133,0.04170681,0.2422822,0.0003073997,0.002295252,0.000901413,0.0004598734,0.6674047,0.002297994,0.005132984,0.003418609,0.01492149],"study_design_scores_gemma":[0.004721339,0.01812835,0.04295665,0.00005989519,0.0005806689,0.0001983891,0.0005188257,0.9280114,0.001628385,0.001721411,0.001383593,0.00009116055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945708,0.00004274985,0.003061034,0.0001794037,0.00004375962,0.0002266848,0.0007236331,0.00003527672,0.001116767],"genre_scores_gemma":[0.9935428,0.00004296318,0.002970259,0.00009134029,0.00001392702,0.0004506199,0.001103054,0.000008061072,0.001776995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02466346,"threshold_uncertainty_score":0.04903978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185383763256135,"score_gpt":0.2826877021409591,"score_spread":0.2708338645083977,"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."}}