{"id":"W4255468382","doi":"10.14745/ccdr.v46i05a01","title":"Healthcare-associated infections and antimicrobial resistance in Canadian acute care hospitals, 2014–2018","year":2020,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Antimicrobial stewardship; Infection control; Medicine; Antibiotic resistance; Methicillin-resistant Staphylococcus aureus; Antimicrobial; Health care; Drug resistance; Vancomycin; Staphylococcus aureus; Intensive care medicine; Microbiology; Antibiotics; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0001504016,0.0001979934,0.0004231296,0.0001160585,0.0004122454,0.00003675127,0.000156198,0.0001037923,0.00004506404],"category_scores_gemma":[0.0006339756,0.0002306459,0.0000699879,0.000488579,0.0001220402,0.00009133597,0.0001141703,0.0004100403,0.00000369457],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002626175,"about_ca_system_score_gemma":0.01209874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9931443,"about_ca_topic_score_gemma":0.9995902,"domain_scores_codex":[0.9983345,0.0001231267,0.0004630469,0.0003463189,0.0002217404,0.0005112812],"domain_scores_gemma":[0.9970091,0.00005819591,0.0001438061,0.0008639828,0.000259734,0.001665209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006428915,0.00005858708,0.7600662,0.0002257812,0.0001357792,0.005560671,0.0002275702,0.00001649119,0.00009816651,0.0001040034,0.2333824,0.00006013458],"study_design_scores_gemma":[0.001534389,0.000112311,0.6327106,0.0005543747,0.000329849,0.0002193292,0.0003808349,0.00003634868,0.0001493771,0.00004766214,0.3633914,0.0005334907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395577,0.005974457,0.000002361101,0.04583647,0.0003912529,0.0009017957,0.0005332879,0.0000923659,0.006710272],"genre_scores_gemma":[0.993386,0.0009533838,0.0001145667,0.004625884,0.00005493833,0.00005054339,0.0005373911,0.00003725058,0.0002400137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.130009,"threshold_uncertainty_score":0.9935017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113571353728677,"score_gpt":0.2659523078096276,"score_spread":0.2545951724367599,"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."}}