{"id":"W2007184201","doi":"10.1098/rsif.2008.0183","title":"Quantifying within- and between-animal variation and uncertainty associated with counts of <i>Escherichia coli</i> O157 occurring in naturally infected cattle faeces","year":2008,"lang":"en","type":"article","venue":"Journal of The Royal Society Interface","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; University of Toronto","funders":"","keywords":"Biology; Feces; Escherichia coli; Livestock; Variation (astronomy); Statistics; Ecology; Mathematics; Genetics","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":[0.0003076231,0.00007947869,0.0001594017,0.000009976687,0.00007467077,0.00001172281,0.00009948209,0.00007492703,0.000001381371],"category_scores_gemma":[0.000261934,0.0000519897,0.000048117,0.00009258654,0.0001355054,0.000006824057,0.0001000987,0.0002448875,8.66147e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003429384,"about_ca_system_score_gemma":0.00008821915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005326525,"about_ca_topic_score_gemma":0.00005211554,"domain_scores_codex":[0.9993929,0.0000746376,0.0001881305,0.0000825285,0.0001576549,0.0001041731],"domain_scores_gemma":[0.9994382,0.00005510929,0.0002560926,0.00005536665,0.000167385,0.00002779814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002352668,0.00007922641,0.7778571,0.0000701624,0.0007053055,0.000001839417,0.003709541,0.005342099,0.210864,0.000006924909,0.00105713,0.00007144397],"study_design_scores_gemma":[0.0009916751,0.0005208257,0.9746917,0.0001966079,0.00005109014,0.00000843194,0.0004443935,0.00334178,0.01943533,0.00000800418,0.0001757189,0.0001343908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986914,0.0008319784,0.0002265062,0.00008521813,0.00004087427,0.00006418501,0.000006228241,0.000001860972,0.00005172365],"genre_scores_gemma":[0.9994397,0.000115636,0.0003158648,0.00004327955,0.00003169748,7.877565e-7,7.790043e-7,0.000006368867,0.00004589436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1968347,"threshold_uncertainty_score":0.2120079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01896188245180244,"score_gpt":0.2753100631431634,"score_spread":0.2563481806913609,"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."}}