{"id":"W7007820806","doi":"","title":"The application of advanced statistical approaches to investigate the epidemiology and improve the surveillance of non-Typhoid salmonellosis associated with Salmonella Heidelberg and Salmonella Typhimurium in Ontario","year":2023,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; U.S. Department of Health and Human Services","keywords":"Epidemiology; Salmonella; Outbreak; Molecular epidemiology; Public health; Cluster (spacecraft); Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01468185,0.0006313704,0.0007153088,0.002835858,0.0009154445,0.002055587,0.001366662,0.0005335927,0.001333667],"category_scores_gemma":[0.04740539,0.0003282812,0.001368498,0.003312895,0.0009287609,0.0008161927,0.001170306,0.0008439996,0.0001623878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005540966,"about_ca_system_score_gemma":0.01182359,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4566465,"about_ca_topic_score_gemma":0.4901164,"domain_scores_codex":[0.9932008,0.004091618,0.0003410175,0.0008510292,0.001216718,0.0002988229],"domain_scores_gemma":[0.9635508,0.0271929,0.003642486,0.001807873,0.003420932,0.0003849974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001572308,0.0001096424,0.7772743,0.000512609,0.001724002,0.0002874742,0.002092847,0.05674228,0.00161248,0.0124564,0.004399849,0.1426309],"study_design_scores_gemma":[0.00004234204,0.0004313701,0.5627617,0.0001683381,0.0003500378,0.0001114291,0.003387606,0.4028058,0.0008991314,0.01657735,0.01239458,0.00007040896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6522262,0.00317656,0.324369,0.00597351,0.0002421863,0.0006903823,0.005018712,0.0006111961,0.007692229],"genre_scores_gemma":[0.8872693,0.00124641,0.1068032,0.0003182669,0.0001145506,0.0002767737,0.001888477,0.00005126825,0.002031709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5433534,"threshold_uncertainty_score":0.9079771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04113217465431566,"score_gpt":0.2266448204616957,"score_spread":0.1855126458073801,"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."}}