{"id":"W3111785648","doi":"10.14745/ccdr.v46i1112a05","title":"Device-associated infections in Canadian acute-care hospitals from 2009 to 2018","year":2020,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Infection control; Epidemiology; Emergency medicine; Acute care; Internal medicine; Pediatrics; Intensive care medicine; Health care","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001246753,0.0002279125,0.0004692457,0.000155425,0.0002916818,0.00004267923,0.0002875921,0.0001089169,0.0004564357],"category_scores_gemma":[0.001731367,0.0002622078,0.0001114266,0.0009554925,0.00004805478,0.00009734548,0.000162605,0.0004838655,0.0000476557],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003747305,"about_ca_system_score_gemma":0.01260792,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9978167,"about_ca_topic_score_gemma":0.9994327,"domain_scores_codex":[0.9980826,0.0001079101,0.0005410016,0.0003667665,0.0003410661,0.0005606304],"domain_scores_gemma":[0.9954436,0.0001100563,0.0001221158,0.001242341,0.000307806,0.002774033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003683389,0.00008588303,0.7647272,0.00002408272,0.0002211011,0.005627125,0.0002042965,0.0002117026,0.000121863,0.00001485598,0.2284856,0.0002394999],"study_design_scores_gemma":[0.0008837801,0.00009642724,0.5125333,0.0002359107,0.0003630106,0.00005199234,0.0005210672,0.00008064945,0.0001426521,0.00002946432,0.4846557,0.0004059963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646722,0.001628011,0.000006172543,0.01719072,0.0004357875,0.001039532,0.0009869493,0.0001228361,0.01391775],"genre_scores_gemma":[0.9885091,0.0001058389,0.0001518234,0.009440932,0.00009275331,0.0001408449,0.001265786,0.00004654517,0.0002464015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2561701,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704318105108471,"score_gpt":0.2794583622219924,"score_spread":0.2624151811709077,"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."}}