{"id":"W2767286624","doi":"10.1016/j.cmi.2017.11.009","title":"Effect of an antimicrobial stewardship programme on antimicrobial utilisation and costs in patients with leukaemia: a retrospective controlled study","year":2017,"lang":"en","type":"article","venue":"Clinical Microbiology and Infection","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Work & Health; Vancouver General Hospital; Sinai Health System; Institute for Clinical Evaluative Sciences; St. Michael's Hospital; University of British Columbia; Public Health Ontario; University of Toronto; University Health Network","funders":"","keywords":"Antimicrobial stewardship; Antimicrobial; Medicine; Retrospective cohort study; Intensive care medicine; Internal medicine; Antibiotics; Microbiology; Biology; Antibiotic resistance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00105632,0.0002058433,0.0008532402,0.0001280341,0.0002510349,0.00003877976,0.00005097668,0.0002822973,0.00000719946],"category_scores_gemma":[0.000491551,0.0001440951,0.00008242328,0.00007087257,0.0005509337,0.0001730624,0.00004791821,0.0004828742,0.000002483959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008990703,"about_ca_system_score_gemma":0.00005223147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000225149,"about_ca_topic_score_gemma":0.0005231894,"domain_scores_codex":[0.9982131,0.0005562829,0.000481847,0.0004920795,0.00004169082,0.0002150273],"domain_scores_gemma":[0.9988589,0.0002141264,0.0003746062,0.0003216996,0.0001425594,0.00008810664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02971213,0.002163828,0.9545171,0.00003981976,0.0001408128,0.000004088548,0.0000434548,7.236467e-7,0.003717038,0.00001471268,0.00002200976,0.009624303],"study_design_scores_gemma":[0.05454724,0.04477729,0.8979807,0.0001294251,0.0002656995,0.00002432742,0.000007179382,0.000004824434,0.002117246,0.000002554385,0.00002318142,0.0001203373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966888,0.000005362412,0.000003602606,0.00007772356,0.0004052851,0.002596793,0.00001599653,0.00002840782,0.000177996],"genre_scores_gemma":[0.9996213,0.00002784783,0.00001287746,0.0001155305,0.0001033265,0.00004912347,0.00004420881,0.00001498819,0.00001074852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05653637,"threshold_uncertainty_score":0.5876026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200243658168901,"score_gpt":0.3430065960681908,"score_spread":0.3229822302513007,"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."}}