{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007429453,0.000565081,0.0004530145,0.003484949,0.00232917,0.001624768,0.001465114,0.0004680126,0.002572369],"category_scores_gemma":[0.004290703,0.00030811,0.000662156,0.007139348,0.00044167,0.00060024,0.001236623,0.00102265,0.0002894706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04500132,"about_ca_system_score_gemma":0.06369863,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9928572,"about_ca_topic_score_gemma":0.9951155,"domain_scores_codex":[0.997718,0.00005115398,0.0001634126,0.0001910643,0.00122923,0.0006471457],"domain_scores_gemma":[0.994447,0.0001102616,0.0009837247,0.00006585133,0.003505969,0.0008872043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001584858,0.00003335065,0.9629775,0.0003581764,0.00006865523,0.0002316093,0.0009388703,0.0002439042,0.0002498541,0.0002290735,0.01579012,0.01872035],"study_design_scores_gemma":[0.000006880793,0.00002693485,0.9885319,0.0002063301,0.00004223386,0.00019504,0.00107615,0.0002397881,0.0001234894,0.00002967884,0.009503821,0.00001761192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8102764,0.01366801,0.0006226698,0.003567609,0.0003012615,0.0003712046,0.1435112,0.0002234865,0.02745807],"genre_scores_gemma":[0.9618849,0.006166815,0.0009079114,0.0008364132,0.0000805084,0.00009326819,0.02742395,0.00002703316,0.00257926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9928572,"threshold_uncertainty_score":0.3265089,"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."}}