{"id":"W2981041490","doi":"","title":"Campylobacter, health impact, performance objectives and effectiveness of sampling plans","year":2019,"lang":"en","type":"article","venue":"Socio-Environmental Systems Modeling","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Sampling (signal processing); Business; Campylobacter; Environmental health; Computer science; Medicine; Biology","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":[0.0008826659,0.0002048492,0.0004986472,0.00001419498,0.0001667666,0.000020717,0.0001333099,0.0001280651,0.00003109807],"category_scores_gemma":[0.000006518561,0.0000916872,0.0001118591,0.00006118862,0.00006548256,0.0001554876,0.00008658188,0.0001442325,0.00001817827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001833162,"about_ca_system_score_gemma":0.000009448544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001088538,"about_ca_topic_score_gemma":0.000002481186,"domain_scores_codex":[0.9983395,0.0003652009,0.0003746509,0.0003864573,0.0001619898,0.0003721963],"domain_scores_gemma":[0.9992956,0.0003133091,0.0001891226,0.00008087226,0.000007026876,0.0001140602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005825805,0.00003644149,0.8879775,0.0001104602,0.00003412555,1.798692e-7,0.0002049124,0.006042267,0.1038198,0.00001912069,9.194053e-7,0.001696084],"study_design_scores_gemma":[0.0003542377,0.0006149666,0.9739885,0.0002585182,0.00001151155,0.00003085652,0.01038148,0.01389181,0.0000722754,0.00008569103,0.00003211082,0.0002780124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975759,0.001388712,0.0001304825,0.00002121186,0.00018173,0.0004959514,0.0001145729,0.0000300353,0.00006140539],"genre_scores_gemma":[0.9993428,0.0004006851,0.00002119916,0.00002437284,0.0000823283,0.00001719639,0.00009424075,0.000003047461,0.00001415323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1037475,"threshold_uncertainty_score":0.3738896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02171217272345187,"score_gpt":0.2460212543416541,"score_spread":0.2243090816182022,"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."}}