{"id":"W4362736406","doi":"10.1111/risa.14138","title":"Source attribution of campylobacteriosis in Australia, 2017–2019","year":2023,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"National Health and Medical Research Council; Australian Research Council; Agrifutures Australia; Medical Research Council; NSW Ministry of Health; Department of Health and Aged Care, Australian Government; Department of Health, State Government of Victoria; University of Melbourne; University of Queensland; Queensland Health; Meat and Livestock Australia; ACT Health; Australian Government; Massey University; Hunter New England Local Health District; Australian National University; U.S. Department of Health and Human Services; University of Florida; Eli Lilly and Company","keywords":"Campylobacteriosis; Campylobacter; Campylobacter jejuni; Biology; Multilocus sequence typing; Campylobacter coli; Genotyping; Veterinary medicine; Livestock; VTEC; Ecology; Escherichia coli; Medicine; Genetics; Genotype; Gene; Bacteria","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":[0.0006860776,0.0001125422,0.0004189625,0.0001030229,0.00005933676,0.00001123513,0.0001994452,0.0001336443,0.0004576459],"category_scores_gemma":[0.0001013115,0.00004734706,0.0003262249,0.003310014,0.00004716897,0.00005304908,0.00005825075,0.0001029221,0.0002762044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002552744,"about_ca_system_score_gemma":0.00000279143,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01214583,"about_ca_topic_score_gemma":0.004577392,"domain_scores_codex":[0.9986494,0.0002565735,0.0003696147,0.0002864611,0.0001307617,0.0003072078],"domain_scores_gemma":[0.9992877,0.0003001562,0.000207116,0.00009497147,0.0000449034,0.00006515345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001202072,0.0000274979,0.9748564,0.000001731539,0.00014277,0.000001746944,0.0000546093,0.0006830631,0.01534011,0.00001577941,0.0008295088,0.008034714],"study_design_scores_gemma":[0.00006166857,0.0000380141,0.9945577,0.000003839235,0.0002384111,6.422819e-7,0.00011695,0.0006207164,0.0004182736,0.0001702954,0.003668077,0.0001053876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992455,0.00005834574,0.00004772581,0.0003244716,0.00004257422,0.00006095835,0.0001409418,0.00004807612,0.00003145752],"genre_scores_gemma":[0.9980409,0.000461197,0.00001776173,0.00002484278,0.00005963302,0.000006528406,0.00041762,5.246795e-7,0.0009710261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01970127,"threshold_uncertainty_score":0.9944324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03892776623065386,"score_gpt":0.2798751602577993,"score_spread":0.2409473940271455,"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."}}