{"id":"W2899495886","doi":"10.14745/ccdr.v44i11a06","title":"CPHLN recommendations for the laboratory detection of Shiga toxin-producing Escherichia coli (O157 and non‑O157)","year":2018,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; BC Centre for Disease Control; Public Health Ontario; Health PEI; Canadian Public Health Association; Provincial Laboratory of Public Health","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Escherichia coli; Shiga toxin; Microbiology; Toxin; Shiga-like toxin; Microbial toxins; Biology; Gene; Genetics","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":[0.01901185,0.001781702,0.001265007,0.006563357,0.003896121,0.004398321,0.01171782,0.006866753,0.02325504],"category_scores_gemma":[0.06016555,0.001528816,0.002069922,0.004561333,0.002844956,0.002049054,0.003521868,0.005619519,0.01482502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01429119,"about_ca_system_score_gemma":0.09096368,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5960525,"about_ca_topic_score_gemma":0.6717134,"domain_scores_codex":[0.9554031,0.005602198,0.002947439,0.001136099,0.03243073,0.002480412],"domain_scores_gemma":[0.8441052,0.009436955,0.007276547,0.003705142,0.1284664,0.007009766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000899531,0.0002438742,0.003709176,0.0007405556,0.0000235768,0.0005070217,0.0003418819,0.0007125971,0.001805228,0.001597201,0.908487,0.08174191],"study_design_scores_gemma":[0.00009913772,0.0001147715,0.01949169,0.001725315,0.00003896692,0.0007579209,0.0005893152,0.0006965528,0.001445396,0.001337049,0.9735914,0.0001124279],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008628755,0.01566442,0.07451406,0.2521474,0.01919577,0.01631697,0.02515472,0.007413965,0.580964],"genre_scores_gemma":[0.05344963,0.02667787,0.3125944,0.1861365,0.004566418,0.01196928,0.04769544,0.00182329,0.3550872],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5960525,"threshold_uncertainty_score":0.8126529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678295483567122,"score_gpt":0.2839561122213776,"score_spread":0.2671731573857064,"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."}}