{"id":"W3095280928","doi":"10.1017/ice.2020.561","title":"National Surveillance of Methicillin-Resistant <i>Staphylococcus aureus</i> Bloodstream Infections in Canadian Acute-Care Hospitals","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Toronto; Royal Jubilee Hospital; Public Health Agency of Canada; McGill University Health Centre; Kingston Health Sciences Centre; Alberta Children's Hospital; Stollery Children's Hospital; Izaak Walton Killam Health Centre; University of Manitoba; Alberta Health Services; Dalhousie University; Hamilton Health Sciences; Children's Hospital of Eastern Ontario; Health Sciences Centre","funders":"IWK Health Centre; Public Health Agency; University of Alberta; McGill University Health Centre; University of Toronto; Dalhousie University; Hamilton Health Sciences; BC Children's Hospital; Public Health Agency of Canada; McGill University; Alberta Health Services","keywords":"Medicine; Methicillin-resistant Staphylococcus aureus; Blood culture; Staphylococcus aureus; Incidence (geometry); Infection control; Acute care; Bloodstream infection; Bacteremia; Health care; Emergency medicine; Public health; Intensive care medicine; Internal medicine; Antibiotics; Microbiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001753533,0.0005470445,0.0004736902,0.004083465,0.0017726,0.0008812534,0.001667863,0.000303239,0.001492237],"category_scores_gemma":[0.005734712,0.0002368784,0.0005234947,0.006442991,0.000358974,0.0003364233,0.001011796,0.0004552562,0.000184433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0416039,"about_ca_system_score_gemma":0.07496957,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9937556,"about_ca_topic_score_gemma":0.9943305,"domain_scores_codex":[0.9970179,0.0001280897,0.0002580475,0.0002592527,0.001821332,0.0005154783],"domain_scores_gemma":[0.9888343,0.000226377,0.001294973,0.0001417621,0.00817294,0.001329538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001169055,0.00004761886,0.9407106,0.0006507476,0.0001068646,0.0001057697,0.0007912425,0.000528138,0.0006892779,0.0004088642,0.02266655,0.03317735],"study_design_scores_gemma":[0.000009768604,0.0000275144,0.9914309,0.000171851,0.00003538974,0.00005721131,0.0003179248,0.0004926252,0.000195386,0.00002142885,0.007226404,0.00001364417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8487262,0.009065212,0.001706952,0.003152953,0.000159816,0.000683836,0.110808,0.0004134942,0.02528362],"genre_scores_gemma":[0.9555091,0.004843866,0.004570494,0.000723957,0.00005278336,0.0002544782,0.03222068,0.00002469498,0.001800018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0416039,"threshold_uncertainty_score":0.3018589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01625607267914618,"score_gpt":0.2957872457660817,"score_spread":0.2795311730869355,"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."}}