{"id":"W4289782721","doi":"10.14745/ccdr.v48i78a03","title":"Healthcare-associated infections and antimicrobial resistance in Canadian acute care hospitals, 2016–2020","year":2022,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre hospitalier universitaire Sainte-Justine; University of Alberta; IWK Health Centre; Hospital for Sick Children; Université de Montréal; University of Ottawa; Public Health Agency of Canada; BC Children's Hospital; McMaster University; Jewish General Hospital; Public Health Agency; Dartmouth College","keywords":"Medicine; Antimicrobial stewardship; Infection control; Bloodstream infection; Methicillin-resistant Staphylococcus aureus; Antibiotic resistance; Acute care; Antimicrobial; Health care; Staphylococcus aureus; Bacteremia; Clostridioides; Emergency medicine; Intensive care medicine; Internal medicine; Antibiotics; Microbiology; 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":[0.001174406,0.0005119824,0.0003197589,0.002486235,0.001886386,0.00158379,0.001332316,0.0004442281,0.003388963],"category_scores_gemma":[0.004556797,0.0002053485,0.0008725072,0.005112067,0.000457037,0.000608364,0.001059119,0.0009668999,0.0003041362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05059269,"about_ca_system_score_gemma":0.08190647,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9943919,"about_ca_topic_score_gemma":0.9959388,"domain_scores_codex":[0.9980286,0.00006052875,0.0001064822,0.0001157612,0.001082066,0.0006065492],"domain_scores_gemma":[0.995152,0.00009473192,0.0009025407,0.00005801426,0.002802124,0.0009905874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001275129,0.00004264556,0.9548872,0.0002703118,0.000092853,0.0001075864,0.0004434611,0.000482567,0.0001759005,0.0003801616,0.02147017,0.02151955],"study_design_scores_gemma":[0.000007133678,0.00002237623,0.9910554,0.0001738424,0.0000361384,0.00008545385,0.0007880317,0.0005297519,0.00008373616,0.00006373604,0.007139474,0.00001493706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8275667,0.01800822,0.0009271502,0.01324674,0.0003663524,0.0002603323,0.1097894,0.0002291765,0.02960575],"genre_scores_gemma":[0.9692266,0.005157498,0.001065108,0.000839702,0.00007542687,0.00006188554,0.02135803,0.00001863566,0.002197168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05059269,"threshold_uncertainty_score":0.3670774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006988246560583305,"score_gpt":0.2596023007993558,"score_spread":0.2526140542387725,"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."}}