{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002294116,0.0001870534,0.0003432285,0.0001702743,0.0006943552,0.00002479032,0.0002613298,0.0001690088,0.0000472783],"category_scores_gemma":[0.0002045934,0.0002011871,0.000057895,0.0005319254,0.0001779734,0.00006902037,0.0001347017,0.0003830751,0.00002162441],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007380709,"about_ca_system_score_gemma":0.006185185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9870815,"about_ca_topic_score_gemma":0.9997622,"domain_scores_codex":[0.99829,0.0001918738,0.0003820618,0.0003446103,0.00006192908,0.0007295298],"domain_scores_gemma":[0.9985469,0.00007882162,0.0001354718,0.0008346602,0.0001428219,0.0002613241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008047705,0.00008691564,0.7450338,0.00027598,0.0004339382,0.01311994,0.0005803543,0.00002059137,0.0007777311,0.0005921965,0.2387863,0.0002118128],"study_design_scores_gemma":[0.0007911178,0.00002182269,0.8104402,0.0005365249,0.0001011072,0.00009392059,0.0009462,0.0000052133,0.000135948,0.00006704624,0.1864183,0.000442542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694893,0.01955299,4.102806e-7,0.005917672,0.0006706737,0.0003233076,0.0007509199,0.00005815543,0.003236614],"genre_scores_gemma":[0.9881167,0.002851734,0.000006599435,0.0003619156,0.00001009028,0.00001510133,0.001785454,0.00002215593,0.006830216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06540644,"threshold_uncertainty_score":0.9994488,"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."}}