{"id":"W3160026548","doi":"10.1111/zph.12849","title":"Detection of spatial and spatio‐temporal <i>Salmonella</i> Heidelberg and <i>Salmonella</i> Typhimurium human case clusters focused around licensed abattoirs in Ontario in 2015, and their potential relation to known outbreaks","year":2021,"lang":"en","type":"article","venue":"Zoonoses and Public Health","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Guelph Wellington Seniors Association; Guelph General Hospital; Public Health Ontario; University of Guelph; Toronto Public Health","funders":"","keywords":"Salmonella; Outbreak; Cluster (spacecraft); Veterinary medicine; Serotype; Environmental health; Geography; Biology; Medicine; Virology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006749862,0.0002507032,0.0006033456,0.0002858504,0.0001459576,0.00008625424,0.00003787193,0.0001439456,0.00001762771],"category_scores_gemma":[0.0001063645,0.0002429443,0.00003710757,0.000267772,0.0001160238,0.0002613827,0.0001251311,0.0003100455,8.400781e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001954674,"about_ca_system_score_gemma":0.0005162595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2372038,"about_ca_topic_score_gemma":0.7274576,"domain_scores_codex":[0.9978936,0.0002613905,0.0006763008,0.0005869424,0.0001733711,0.0004084476],"domain_scores_gemma":[0.9987139,0.0001209291,0.0002191547,0.0002871075,0.0001198446,0.0005391355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009071185,0.0004766913,0.9224421,0.0006098845,0.00007671639,0.0005774535,0.006332047,0.00004020741,0.00166285,0.00004049228,0.0002856132,0.06654878],"study_design_scores_gemma":[0.005749893,0.0008225372,0.9805432,0.000229047,0.00002866222,0.001005251,0.002110468,0.002324905,0.0001910464,0.00009970988,0.006539156,0.0003561168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940892,0.001544643,0.0003683659,0.002965001,0.0001108397,0.0006529867,0.00007594535,0.00002964413,0.0001633584],"genre_scores_gemma":[0.9983932,0.0003022086,0.0002157991,0.000638234,0.00007499979,0.00001588091,0.0002560114,0.00002835337,0.00007525308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4902537,"threshold_uncertainty_score":0.9906983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02309404743031669,"score_gpt":0.2674512719641209,"score_spread":0.2443572245338042,"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."}}