{"id":"W4210681105","doi":"10.17269/s41997-021-00600-w","title":"Integrated surveillance of antimicrobial resistance and antimicrobial use: Evaluation of the status in Canada (2014–2019)","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Public Health Ontario; Alberta Health; University of Alberta","funders":"Public Health Agency of Canada","keywords":"Prioritization; Antimicrobial stewardship; Business; Health surveillance; Corporate governance; Antibiotic resistance; Environmental health; Medicine; Process management; Finance","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":[0.002718486,0.0001023266,0.0003852815,0.0002421745,0.0002239535,0.00001138988,0.0002849082,0.00005491187,0.0001918433],"category_scores_gemma":[0.0005202425,0.00008218896,0.00004692503,0.0004271516,0.0002371319,0.00009012491,0.00003086966,0.000445721,3.14061e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001630466,"about_ca_system_score_gemma":0.06046318,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9350625,"about_ca_topic_score_gemma":0.996828,"domain_scores_codex":[0.9969866,0.001479857,0.000710438,0.0001364809,0.0001308568,0.0005557197],"domain_scores_gemma":[0.9983076,0.000114194,0.0007797347,0.0001972093,0.0004400419,0.0001612064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001006603,0.00006237281,0.822915,0.0001466857,0.0001419807,0.00001436296,0.001546057,0.0002210136,0.01023481,0.0003561229,0.1596392,0.004621782],"study_design_scores_gemma":[0.002182908,0.00009170629,0.910988,0.0002102189,0.00001784025,0.0001308411,0.001890499,0.00001267751,0.001344729,0.00001658502,0.08295854,0.000155444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878915,0.005920772,0.00001467987,0.004205818,0.001024252,0.0001948647,0.0007019261,0.000001025276,0.00004516052],"genre_scores_gemma":[0.9990087,0.0003038147,0.00003865073,0.0004252091,0.00001018147,5.124011e-7,0.00002926627,0.000008915766,0.0001747775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08807307,"threshold_uncertainty_score":0.9448631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871197150561348,"score_gpt":0.2449695452710796,"score_spread":0.2162575737654662,"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."}}