{"id":"W2887859084","doi":"10.1098/rsos.180343","title":"Advancing risk assessment: mechanistic dose–response modelling of<i>Listeria monocytogenes</i>infection in human populations","year":2018,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; York University","funders":"Public Health Agency of Canada","keywords":"Listeria monocytogenes; Context (archaeology); Population; Biology; Exponential growth; Computational biology; Computer science; Biological system; Mathematics; Genetics; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002625104,0.0001728693,0.0002056882,0.00004932734,0.0007258733,0.0001529475,0.0009365033,0.0001191006,0.00002839279],"category_scores_gemma":[0.0001184036,0.0001818835,0.0001094692,0.0004590256,0.000457373,0.00004705308,0.001321826,0.000101755,0.000003232031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001892587,"about_ca_system_score_gemma":0.0003627191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001471414,"about_ca_topic_score_gemma":0.0003216454,"domain_scores_codex":[0.9981001,0.0001694108,0.0004025804,0.00065981,0.0002777743,0.0003903168],"domain_scores_gemma":[0.9987572,0.00001995414,0.0002572438,0.0006231862,0.000240518,0.0001018708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000213427,0.00009423958,0.03203198,0.00001482798,0.00001812984,6.244518e-7,0.0003109642,0.04439069,0.9217904,0.0005889224,0.00007589014,0.0004699221],"study_design_scores_gemma":[0.001917997,0.001281178,0.1456479,0.00008472994,0.0000629695,0.00001030955,0.0003329121,0.2777657,0.5671782,0.002589396,0.002327922,0.0008007376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8375573,0.00002318952,0.1607639,0.00002655647,0.0003038701,0.0003514308,0.00002720404,0.00001049628,0.0009360622],"genre_scores_gemma":[0.9561039,0.00002662759,0.04343788,0.0001046576,0.0001067736,0.00003289132,0.00002453266,0.00001955467,0.0001432406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3546121,"threshold_uncertainty_score":0.7416992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08990731119346891,"score_gpt":0.3944739775136588,"score_spread":0.3045666663201899,"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."}}