{"id":"W2969788836","doi":"10.1093/jac/dkz284","title":"Trends in antimicrobial resistance over 10 years among key bacterial pathogens from Canadian hospitals: results of the CANWARD study 2007–16","year":2019,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Mount Sinai Hospital; University of Manitoba; Manitoba Health","funders":"Achaogen; Medicines Company; Zoetis; Public Health Agency of Canada; Diagnostic Services Manitoba; Sunovion; Bayer; University of Manitoba; AstraZeneca; Astellas Pharma US; Pfizer; Merck; Abbott Laboratories","keywords":"Trimethoprim; Microbiology; Sulfamethoxazole; Ciprofloxacin; Biology; Cefepime; Meropenem; Antibiotic resistance; Medicine; Imipenem; Antibiotics","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":[0.001500156,0.0006519383,0.0005300609,0.002557514,0.001884617,0.001363841,0.001237666,0.0005654193,0.001477447],"category_scores_gemma":[0.003837707,0.0003724986,0.001085757,0.005800016,0.0005640789,0.0005611524,0.001248448,0.0007569011,0.0002443544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04372339,"about_ca_system_score_gemma":0.06065965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9962819,"about_ca_topic_score_gemma":0.9978948,"domain_scores_codex":[0.9978585,0.00009319521,0.0001326398,0.0002535326,0.001052662,0.0006095619],"domain_scores_gemma":[0.9931824,0.0001637979,0.001032241,0.0001384391,0.004587274,0.0008958311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001193259,0.0000277827,0.9878168,0.0001333249,0.0001162388,0.00006215286,0.0006659554,0.0001544829,0.000236055,0.00006653178,0.00324359,0.007357826],"study_design_scores_gemma":[0.000005750227,0.00002664302,0.996846,0.00004592289,0.00003997318,0.00003860705,0.000595335,0.000141646,0.00007456154,0.000007039468,0.002166891,0.00001154311],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470141,0.003036139,0.0003157249,0.001105628,0.00003826479,0.0001521039,0.04377118,0.00005107373,0.00451585],"genre_scores_gemma":[0.9739853,0.002276378,0.001044385,0.0004364078,0.00002763475,0.00008629812,0.019795,0.00001766089,0.002330829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04372339,"threshold_uncertainty_score":0.3172369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004524268344455233,"score_gpt":0.2109221109114545,"score_spread":0.2063978425669992,"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."}}