{"id":"W4378901303","doi":"10.14745/ccdr.v49i05a09","title":"Healthcare-associated infections and antimicrobial resistance in Canadian acute care hospitals, 2017–2021","year":2023,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre hospitalier universitaire Sainte-Justine; Hospital for Sick Children; Université de Montréal; IWK Health Centre; University of Alberta; University of Ottawa; Public Health Agency of Canada; McMaster University; Jewish General Hospital; Public Health Agency; BC Children's Hospital; Hamilton Health Sciences; Dartmouth College","keywords":"Candida auris; Medicine; Infection control; Acute care; Vancomycin-resistant Enterococcus; Antimicrobial; Incidence (geometry); Methicillin-resistant Staphylococcus aureus; Clostridioides; Antibiotic resistance; Health care; Emergency medicine; Internal medicine; Intensive care medicine; Staphylococcus aureus; Antifungal; Microbiology; Vancomycin; Antibiotics; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007848331,0.0004609072,0.0003697653,0.002282041,0.002030721,0.001741066,0.001054252,0.0004121189,0.003000658],"category_scores_gemma":[0.003256679,0.0002464879,0.0005989173,0.004842015,0.0005019464,0.0005076651,0.0009928675,0.001076843,0.0002498144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04621062,"about_ca_system_score_gemma":0.08716381,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9958015,"about_ca_topic_score_gemma":0.9968161,"domain_scores_codex":[0.9982411,0.00006096488,0.0001012532,0.0001137783,0.0008563749,0.0006266442],"domain_scores_gemma":[0.9962047,0.00008296385,0.0007325589,0.00003726274,0.002218219,0.0007242481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001336481,0.00004749258,0.965091,0.0003305378,0.00008157551,0.000169528,0.0005618086,0.0003106803,0.0002015787,0.000294928,0.01731573,0.01546149],"study_design_scores_gemma":[0.000007379741,0.00002523061,0.992121,0.0002145478,0.00003173326,0.0001379039,0.001089667,0.0003707827,0.00008824635,0.00003998595,0.005859391,0.00001429067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8625641,0.01751813,0.0007078054,0.007793887,0.0002643544,0.0003478451,0.08566615,0.0001397721,0.02499792],"genre_scores_gemma":[0.976442,0.00509653,0.0007256479,0.000771727,0.00007079775,0.00006593044,0.01445035,0.00001712564,0.002359905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04621062,"threshold_uncertainty_score":0.3352831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007228444411790387,"score_gpt":0.2386628029740435,"score_spread":0.2314343585622532,"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."}}