{"id":"W2300280051","doi":"10.1016/j.diagmicrobio.2016.03.013","title":"Assessment of commercial chromogenic solid media for the detection of non-O157 Shiga toxin-producing Escherichia coli (STEC)","year":2016,"lang":"en","type":"article","venue":"Diagnostic Microbiology and Infectious Disease","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Agency of Canada; Provincial Laboratory of Public Health; University of Alberta","funders":"","keywords":"Chromogenic; Microbiology; Agar; Escherichia coli; Biology; Predictive value; Feces; Shiga toxin; Food science; Bacteria; Chemistry; Medicine; Chromatography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00295469,0.001734263,0.0004073327,0.00152337,0.0005722244,0.0009479956,0.001186626,0.001296214,0.002307763],"category_scores_gemma":[0.004383764,0.0005321088,0.0005048287,0.001207928,0.0005091038,0.0005222333,0.0007874446,0.0006588748,0.0009867671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005825801,"about_ca_system_score_gemma":0.0009904112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002480589,"about_ca_topic_score_gemma":0.00431858,"domain_scores_codex":[0.9952801,0.001551013,0.0003079799,0.0003009871,0.002307388,0.0002524443],"domain_scores_gemma":[0.9947652,0.001460452,0.0006269998,0.0003332609,0.002454098,0.0003600614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009122324,0.0005039974,0.00239374,0.00029839,0.00003443527,0.00009075298,0.0001237585,0.0001629556,0.9882394,0.0001573551,0.0002026513,0.006880441],"study_design_scores_gemma":[0.0000172162,0.001579028,0.004490768,0.00003923499,0.00006552152,0.0001966738,0.0001501799,0.001055628,0.991244,0.00004281671,0.00110737,0.00001167647],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9120464,0.005193173,0.06845608,0.0004990108,0.0003174318,0.001056158,0.001224192,0.0008133811,0.01039412],"genre_scores_gemma":[0.8989033,0.002795502,0.08519675,0.0002738404,0.00007431084,0.0006887073,0.004120337,0.0001650149,0.007782368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00295469,"threshold_uncertainty_score":0.01562607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008460943609535105,"score_gpt":0.2787583447832044,"score_spread":0.2702974011736693,"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."}}