{"id":"W2042337622","doi":"10.1093/jac/dku498","title":"Multifaceted intervention to optimize antibiotic use for intra-abdominal infections","year":2014,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Women's College Hospital; McMaster University; London Health Sciences Centre","funders":"Hamilton Health Sciences Foundation; Astellas Pharma","keywords":"Medicine; Guideline; Ceftriaxone; Ciprofloxacin; Tazobactam; Piperacillin; Metronidazole; Piperacillin/tazobactam; Antibiotics; Internal medicine; Antibiotic resistance; Intensive care medicine; Imipenem","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":[0.004814222,0.0007847081,0.0005228544,0.001118835,0.000780124,0.000860325,0.0008803743,0.00122023,0.00249307],"category_scores_gemma":[0.01332087,0.0002539084,0.0006825699,0.0005246831,0.0003808708,0.0006825397,0.002411747,0.001418275,0.00022579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001911486,"about_ca_system_score_gemma":0.00642556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0021899,"about_ca_topic_score_gemma":0.005817162,"domain_scores_codex":[0.9956027,0.002267574,0.0004395253,0.0004111932,0.0007302725,0.0005487947],"domain_scores_gemma":[0.9937251,0.002059937,0.001951293,0.0001898384,0.0004298764,0.001643917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.003082617,0.04713453,0.06567433,0.004178124,0.0005574091,0.0004603527,0.002016234,0.005005853,0.005107226,0.0008026944,0.007914358,0.8580663],"study_design_scores_gemma":[0.01903941,0.08947912,0.799185,0.009294383,0.001837632,0.001269845,0.003213247,0.0306097,0.009854622,0.004338145,0.0315403,0.0003386152],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9441732,0.007532114,0.01465285,0.01796038,0.0006472812,0.007604583,0.0001901688,0.0005436653,0.00669572],"genre_scores_gemma":[0.9323009,0.002125897,0.05894664,0.002382005,0.0003687852,0.003093457,0.000102814,0.00001120442,0.0006683893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004814222,"threshold_uncertainty_score":0.02546036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01687885265072183,"score_gpt":0.2961069458255022,"score_spread":0.2792280931747804,"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."}}