{"id":"W4415700246","doi":"10.1017/ice.2025.10228","title":"Preparedness for <i>Candida auris</i> in Canadian Nosocomial Infection Surveillance Program (CNISP) hospitals, 2024","year":2025,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"West Park Healthcare Centre; McMaster University; Surrey Memorial Hospital; Island Health; Saskatchewan Health; Stollery Children's Hospital; BC Children's Hospital; Fraser Health; University Health Network; University of Alberta; The Scarborough Hospital; Public Health Ontario; University of Calgary; Health Sciences Centre; Alberta Health Services; Jewish General Hospital; Sunnybrook Health Science Centre; BC Centre for Disease Control; Public Health Agency of Canada; McGill University Health Centre; North York General Hospital; Sinai Health System; Institut National de Santé Publique du Québec; Moncton Hospital; Dalhousie University; Saskatchewan Health Authority; Provincial Health Services Authority; B.C. Women's Hospital & Health Centre; Vancouver Coastal Health; Western University","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Preparedness; MEDLINE; Epidemiologic Surveillance; Infection control; Public health; Resource constraints","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":[],"consensus_categories":[],"category_scores_codex":[0.001384665,0.0002277275,0.0008173011,0.0002517484,0.0001806833,0.00001994952,0.00004229239,0.0003665418,0.00002252006],"category_scores_gemma":[0.003069364,0.0002048019,0.0001934873,0.0002827813,0.0002077349,0.0001092515,0.00001786913,0.0003039048,0.000005771205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003890499,"about_ca_system_score_gemma":0.0004932777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2513757,"about_ca_topic_score_gemma":0.5367053,"domain_scores_codex":[0.9979128,0.00022585,0.0006102347,0.0005571602,0.00005868913,0.0006352438],"domain_scores_gemma":[0.9984466,0.0007440721,0.0001326735,0.0002291459,0.0001999284,0.0002475071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004323914,0.0001878236,0.9697765,0.0001752923,0.00008452228,0.000004742748,0.00005582461,0.00002632346,0.00003386901,0.001662692,0.004886806,0.02267325],"study_design_scores_gemma":[0.002602017,0.001278143,0.934236,0.00007644523,0.00005382694,0.00000461065,0.00001669546,0.001903347,0.00000740023,0.002441962,0.05719869,0.0001808646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827533,0.0009845317,0.002118453,0.00653268,0.001740981,0.002705531,0.00005940922,0.0001134665,0.002991625],"genre_scores_gemma":[0.996452,0.0004567577,0.0001116839,0.001385559,0.0002376926,0.0007477818,0.00005329159,0.00001341142,0.00054184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2853296,"threshold_uncertainty_score":0.8351579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01052825410770257,"score_gpt":0.3303668520597344,"score_spread":0.3198385979520318,"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."}}