{"id":"W4283711290","doi":"10.1017/s0950268822001030","title":"Carbapenem-resistant <i>Escherichia coli</i> from shrimp and salmon available for purchase by consumers in Canada: a risk profile using the Codex framework","year":2022,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; Public Health Agency of Canada","funders":"University of Cambridge","keywords":"Shrimp; Carbapenem; Antibiotic resistance; Antimicrobial; Biology; Aquaculture; Escherichia coli; Multiple drug resistance; Biotechnology; Microbiology; Drug resistance; Fishery; Fish <Actinopterygii>; Antibiotics; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000414339,0.0004814257,0.0002642487,0.001993098,0.001601726,0.001539242,0.0006307317,0.0003615428,0.001902285],"category_scores_gemma":[0.001175348,0.0002115626,0.0004662777,0.003672837,0.0005421307,0.0002796582,0.001050387,0.0005625372,0.0002318203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01289615,"about_ca_system_score_gemma":0.01927908,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9825742,"about_ca_topic_score_gemma":0.9862378,"domain_scores_codex":[0.9992816,0.00003990214,0.00003624629,0.00007259984,0.0003500507,0.0002196184],"domain_scores_gemma":[0.9983063,0.0000628388,0.0003098015,0.000019156,0.0009453431,0.0003565371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001093196,0.00004259508,0.9878753,0.00007760105,0.00002319506,0.0003954922,0.001149074,0.0002046782,0.001041824,0.0002037356,0.0007393842,0.008137812],"study_design_scores_gemma":[0.00000296305,0.00007538169,0.9939346,0.00005977725,0.00002226254,0.0002669472,0.003074615,0.0006751713,0.0002361698,0.00003894174,0.001600066,0.000013174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916375,0.0004867711,0.0004383971,0.0002902945,0.000006152505,0.00008624924,0.003585617,0.00001710737,0.003451859],"genre_scores_gemma":[0.9956201,0.0004647521,0.0006089156,0.0000945828,0.000003143117,0.00001390465,0.001761102,0.000005711257,0.001427845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01742584,"threshold_uncertainty_score":0.0935685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774517439241664,"score_gpt":0.2604962404212859,"score_spread":0.2427510660288693,"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."}}