{"id":"W2325412245","doi":"10.2527/af.2016-0021","title":"Shiga toxin-producing Escherichia coli and current trends in diagnostics","year":2016,"lang":"en","type":"article","venue":"Animal Frontiers","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Lethbridge College; University of Lethbridge","funders":"","keywords":"Escherichia coli; Shiga toxin; Toxin; Microbiology; Current (fluid); Biology; Genetics; Physics; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001896922,0.0001523229,0.0001647666,0.00007966323,0.00006273233,0.00001983902,0.0001338165,0.00007099134,0.00001029046],"category_scores_gemma":[0.0004131427,0.000115971,0.00004253669,0.0001582053,0.00015587,0.000007747336,0.0002190899,0.0001009126,0.0000032848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003246109,"about_ca_system_score_gemma":0.00003999227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002563384,"about_ca_topic_score_gemma":0.0001105451,"domain_scores_codex":[0.9988772,0.0000591578,0.000154587,0.000415233,0.0001287526,0.000365129],"domain_scores_gemma":[0.999581,0.00002187536,0.00003842136,0.000209254,0.0000457155,0.0001037563],"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":[0.0002502642,0.00009742631,0.2919311,0.00002244426,0.00006746857,0.00001004181,0.0001447518,9.38002e-7,0.5588436,0.0001169355,0.06655426,0.08196078],"study_design_scores_gemma":[0.001570006,0.0009003585,0.7832137,0.00007801465,0.00002569184,0.000002453649,0.0002256436,0.00005806936,0.04462098,0.0001300332,0.1686637,0.0005113488],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879112,0.0100513,0.0003655356,0.0008364592,0.0002077693,0.0001016965,0.00001512704,0.00001157948,0.0004993143],"genre_scores_gemma":[0.9911619,0.006717319,0.001153802,0.00009838043,0.0002001378,0.00003709391,0.000008358091,0.00002006505,0.0006029586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5142226,"threshold_uncertainty_score":0.4729159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498577262294744,"score_gpt":0.2837514369442643,"score_spread":0.2687656643213169,"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."}}