{"id":"W2076973687","doi":"10.1089/fpd.2010.0666","title":"Assessment of Diagnostic Tools for Identifying Cattle Shedding and Super-Shedding <i>Escherichia coli</i> O157:H7 in a Longitudinal Study of Naturally Infected Feedlot Steers in Ohio","year":2010,"lang":"en","type":"article","venue":"Foodborne Pathogens and Disease","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Feces; Feedlot; Escherichia coli; Immunomagnetic separation; Biology; Veterinary medicine; Animal science; Beef cattle; Microbiology; Medicine","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":[0.0005211649,0.0001813038,0.0004289686,0.00004907402,0.00008036041,0.00004827371,0.0001250901,0.00008877034,0.00001865603],"category_scores_gemma":[0.001756867,0.00009540773,0.00006862482,0.0003135845,0.00007714088,0.0001631541,0.0001112547,0.0001696861,1.584815e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001573365,"about_ca_system_score_gemma":0.00003073399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003455536,"about_ca_topic_score_gemma":0.003451525,"domain_scores_codex":[0.9985508,0.0001422824,0.0004660345,0.0004109429,0.0001283417,0.000301651],"domain_scores_gemma":[0.9973024,0.002190129,0.0001478815,0.0000824805,0.00007538915,0.0002017767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007763913,0.0004090633,0.7955311,0.00005849464,0.00001443032,0.000008793563,0.0001470849,0.00002393889,0.2013136,0.0001817067,0.000003951435,0.002230212],"study_design_scores_gemma":[0.0008447174,0.0005116368,0.9967101,0.00006411877,0.00005708867,0.000001860751,0.0009935136,0.0002193581,0.0001830887,0.0002276321,0.00001346755,0.0001734093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984891,0.0003545505,0.000009500329,0.00008825873,0.0001153972,0.0007335896,0.0001686362,0.0000131802,0.00002775908],"genre_scores_gemma":[0.9994754,0.0000661032,0.0002062157,0.00004492163,0.0000462676,0.0001003664,0.00005567825,0.000002651347,0.000002417504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.201179,"threshold_uncertainty_score":0.3890615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03878186089647791,"score_gpt":0.2990735113471251,"score_spread":0.2602916504506472,"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."}}