{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004485424,0.0001530368,0.0004372265,0.0002793332,0.00006950713,0.00007384276,0.00009628927,0.00007490457,0.0000872725],"category_scores_gemma":[0.0002074809,0.0001286996,0.0003879313,0.0001498022,0.00003565723,0.0001671163,0.00001934123,0.000146566,0.00001387938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009154364,"about_ca_system_score_gemma":0.00002706515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002895767,"about_ca_topic_score_gemma":0.000008667368,"domain_scores_codex":[0.9989222,0.00003868532,0.0005306327,0.0001550305,0.0001399247,0.0002135542],"domain_scores_gemma":[0.999017,0.00009491879,0.0003172162,0.0001509276,0.000270897,0.0001490433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00418683,0.003859068,0.008494507,0.000365131,0.000950324,0.0000277796,0.000620083,0.0009656933,0.6407574,0.000351663,0.1655886,0.1738329],"study_design_scores_gemma":[0.04215597,0.01091927,0.05974974,0.002916006,0.0008737191,0.0008108881,0.0002349649,0.003108249,0.5500988,0.00006945596,0.3283388,0.000724123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8160305,0.00001340391,0.1770662,0.005712162,0.0005050167,0.0005707106,0.000005923999,0.00001917328,0.00007690595],"genre_scores_gemma":[0.9422269,0.0001955416,0.05152722,0.005318333,0.0004372351,0.000003155594,0.000008160003,0.00003738591,0.0002460596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1731088,"threshold_uncertainty_score":0.5248217,"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."}}