{"id":"W2982165399","doi":"10.3390/toxins11100613","title":"Epidemiology of Shiga Toxin-Producing Escherichia coli O157 in the Province of Alberta, Canada, 2009–2016","year":2019,"lang":"en","type":"article","venue":"Toxins","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; Government of Alberta; Ministry of Health; University of Alberta","funders":"","keywords":"Escherichia coli; Shiga toxin; Epidemiology; Microbiology; Toxin; Escherichia coli Proteins; Shiga-like toxin; Biology; Environmental health; Medicine; Genetics; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008924246,0.0001413554,0.0003370745,0.0000308882,0.00003219516,0.00000147802,0.0004430898,0.00009472034,0.00003029554],"category_scores_gemma":[0.001300687,0.0001017701,0.00006337687,0.0001685697,0.0001452438,0.000003743512,0.0001912881,0.0001613085,0.000004283703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003425888,"about_ca_system_score_gemma":0.0009491118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2421279,"about_ca_topic_score_gemma":0.6464468,"domain_scores_codex":[0.9984312,0.0003069603,0.0003787485,0.0003344261,0.0001726909,0.0003759437],"domain_scores_gemma":[0.998787,0.0002912731,0.0001763174,0.0006100865,0.00008998845,0.00004526238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001744645,0.0001813178,0.3251666,0.0002193931,0.0001197197,0.000005338112,0.0003930792,0.0003515515,0.6566357,0.000830525,0.01553409,0.0003882184],"study_design_scores_gemma":[0.001174285,0.001017699,0.7235767,0.0001199339,0.00002761463,0.000005708644,0.0008965168,0.0002984628,0.2277789,0.0001341781,0.04451494,0.0004551137],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923158,0.00149467,0.00002319067,0.0009739936,0.00008952792,0.0004413788,0.00002207664,0.000001976277,0.004637428],"genre_scores_gemma":[0.9951593,0.0001460172,0.0003467099,0.0006495575,0.00006564822,0.00002802438,0.00001250371,0.00001309649,0.003579197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4288568,"threshold_uncertainty_score":0.7629188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462433012582423,"score_gpt":0.2726335077755644,"score_spread":0.2580091776497402,"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."}}