{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000594847,0.0002314015,0.0004187624,0.00009423123,0.0003508565,0.00002186266,0.0005992366,0.0001469724,0.0003287225],"category_scores_gemma":[0.0003500807,0.0002353259,0.00007319536,0.0002205936,0.0002168049,0.00009397072,0.00009833761,0.0003705852,0.00004953788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004619396,"about_ca_system_score_gemma":0.004148743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9771929,"about_ca_topic_score_gemma":0.9995353,"domain_scores_codex":[0.9978733,0.0002944215,0.0004983252,0.000381198,0.00007787225,0.0008748532],"domain_scores_gemma":[0.997811,0.0001234229,0.0001741711,0.001499944,0.0001055713,0.0002859419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001248158,0.00009099621,0.5777885,0.000135705,0.00009203706,0.001962862,0.00003129844,0.00004486325,0.0006869831,0.001207825,0.4175926,0.0002415419],"study_design_scores_gemma":[0.0003981984,0.000004904444,0.3066061,0.0001344788,0.00001225707,0.00004531374,0.00003091823,0.00000598106,0.0001559604,0.00003793398,0.6922795,0.0002884877],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8881987,0.03526786,0.00003657134,0.005668705,0.002353825,0.000547573,0.0003312497,0.00009696985,0.06749857],"genre_scores_gemma":[0.9801518,0.0002957074,0.0000395003,0.0008932747,0.0000326045,0.000007227462,0.0004015577,0.00002775611,0.01815055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.274687,"threshold_uncertainty_score":0.9596313,"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."}}