{"id":"W2889184420","doi":"10.14745/ccdr.v40is2a02","title":"Antimicrobial resistance surveillance in Canadian hospitals, 2007−2012","year":2014,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Clostridium difficile; Infection control; Antibiotic resistance; Methicillin-resistant Staphylococcus aureus; Antibiotics; Staphylococcus aureus; Intensive care medicine; Microbiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001227964,0.0005269239,0.0003617143,0.004276505,0.00202243,0.0014108,0.001577402,0.0003707188,0.001707133],"category_scores_gemma":[0.004394804,0.0003125044,0.0003757118,0.007922876,0.0004245805,0.0002858053,0.0007791971,0.0006060459,0.0003007425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05862949,"about_ca_system_score_gemma":0.0876822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9949179,"about_ca_topic_score_gemma":0.9969278,"domain_scores_codex":[0.997337,0.00009492254,0.0002049,0.0002358915,0.001535786,0.0005914739],"domain_scores_gemma":[0.9927942,0.0001634183,0.0007572161,0.00007760743,0.005185709,0.001021736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002043917,0.00006404907,0.9233541,0.0005291518,0.00006757245,0.0001764828,0.0009074168,0.0004187821,0.0007010582,0.0002546335,0.0270904,0.04623195],"study_design_scores_gemma":[0.000008793689,0.00004465101,0.9877198,0.0001171229,0.00002114217,0.0000725256,0.000566152,0.0001968257,0.00027139,0.00001317722,0.0109567,0.00001185342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8188326,0.01311419,0.001057983,0.003666534,0.0001954254,0.0007823893,0.1245051,0.0004165705,0.03742921],"genre_scores_gemma":[0.9430567,0.006657946,0.002363887,0.001384152,0.00005742801,0.0001801532,0.03994098,0.00003787317,0.006320861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05862949,"threshold_uncertainty_score":0.4253887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004176836353084032,"score_gpt":0.1963203315631059,"score_spread":0.1921434952100219,"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."}}