{"id":"W3006452302","doi":"10.1186/s13756-020-0684-2","title":"Antimicrobial use among adult inpatients at hospital sites within the Canadian Nosocomial Infection Surveillance Program: 2009 to 2016","year":2020,"lang":"en","type":"article","venue":"Antimicrobial Resistance and Infection Control","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto; Sunnybrook Health Science Centre; University of Alberta; Saskatchewan Health Authority; North York General Hospital; Sinai Health System; University of British Columbia; Royal Jubilee Hospital; Kingston General Hospital; Children's Hospital of Winnipeg; Hôpital Maisonneuve-Rosemont; Manitoba Health; University of Manitoba; Nova Scotia Health Authority; Western University; London Health Sciences Centre; SickKids Foundation; Jewish General Hospital; Alberta Health Services; Stollery Children's Hospital; Izaak Walton Killam Health Centre; Ottawa Hospital; University of Waterloo; Health PEI; Public Health Agency of Canada; McGill University Health Centre; Université de Montréal; Dalhousie University","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Cefazolin; Ciprofloxacin; Antimicrobial; Piperacillin; Tazobactam; Vancomycin; Antibiotic resistance; Teicoplanin; Emergency medicine; Ceftriaxone; Defined daily dose; Internal medicine; Intensive care medicine; Pediatrics; Antibiotics; Imipenem; Drug; Microbiology; Pharmacology; Staphylococcus aureus","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002515483,0.0004035046,0.0005317486,0.0002186031,0.001154084,0.0003752973,0.0001069751,0.0002998872,0.00004706581],"category_scores_gemma":[0.001061463,0.0003385397,0.0002106243,0.0007420825,0.0003409107,0.0005099897,0.00007528747,0.0005352783,0.0001531115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004843217,"about_ca_system_score_gemma":0.0003171941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07418352,"about_ca_topic_score_gemma":0.5386401,"domain_scores_codex":[0.9976959,0.0001895142,0.0006046246,0.0006614319,0.0002559601,0.0005926303],"domain_scores_gemma":[0.9979857,0.0001303078,0.0002885812,0.0003544919,0.0006689219,0.000572058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008978242,0.0001861724,0.7844484,0.000085132,0.0001562608,0.00001921467,0.0003511489,0.0001136234,0.02876577,0.0000662695,0.1843094,0.0006007078],"study_design_scores_gemma":[0.006493275,0.001280337,0.8776408,0.0003497172,0.0002333758,0.00004875821,0.000009937066,0.0002153426,0.02039716,0.000009310867,0.09249926,0.0008226837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849213,0.00002876654,0.0002477627,0.009543693,0.001120194,0.003129805,0.0001737399,0.0002665043,0.0005682826],"genre_scores_gemma":[0.9881589,0.000187491,0.0002237976,0.009931123,0.0008313298,0.0001416895,0.0000854589,0.00005873112,0.0003814326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4644566,"threshold_uncertainty_score":0.9999067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002522211538001,"score_gpt":0.2418569227742249,"score_spread":0.2318317006588449,"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."}}