{"id":"W2789438287","doi":"10.3934/mbe.2018045","title":"Probability of &lt;i&gt;Escherichia coli&lt;/i&gt; contamination spread in ground beef production","year":2018,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Contamination; Escherichia coli; Beef industry; Environmental science; Food safety; Production (economics); Contaminated food; Salmonella; Outbreak; Food science; Biology; Agricultural science; Microbiology; Ecology; Economics; Bacteria","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":[0.001191883,0.0001606135,0.0003151353,0.00003540295,0.00007496293,0.00002906234,0.0002937257,0.0001197355,0.0001182346],"category_scores_gemma":[0.0009851133,0.00007315993,0.0000649392,0.0007434888,0.0003201367,0.0001958732,0.0000723463,0.00008826554,0.00002643638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005264413,"about_ca_system_score_gemma":0.00001048204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001645288,"about_ca_topic_score_gemma":0.0001531084,"domain_scores_codex":[0.9984449,0.00006757897,0.0004714807,0.0004007138,0.0002490717,0.0003663234],"domain_scores_gemma":[0.9992808,0.0003235316,0.0001191207,0.0001012219,0.00009126165,0.00008410556],"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":[0.000008582898,0.000133621,0.002158795,0.00003680454,0.000003405863,5.644212e-7,0.0001916367,0.00002396205,0.9835573,0.0113692,0.00002459543,0.002491468],"study_design_scores_gemma":[0.0002140106,0.0009178678,0.8627498,0.0002298053,0.00002528238,0.00001830003,0.0001704728,0.01240321,0.100783,0.01811961,0.003811058,0.0005576441],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976676,0.00005962353,0.0004461765,0.0005517,0.0002718475,0.0003310937,0.000004156498,0.00006883141,0.0005989837],"genre_scores_gemma":[0.9979551,0.000009681708,0.001722535,0.00002905055,0.0001752861,0.00003057133,0.000004661382,0.000001361797,0.00007174881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8827744,"threshold_uncertainty_score":0.2983375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651393696667055,"score_gpt":0.2278217145755557,"score_spread":0.2013077776088852,"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."}}