{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003095106,0.0003952103,0.0003850079,0.001720369,0.0006293425,0.0009448504,0.0008647569,0.0004060355,0.002694237],"category_scores_gemma":[0.01744715,0.000439485,0.0006619138,0.001688941,0.0004904846,0.0007197628,0.002329279,0.0007169241,0.0004942762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002315135,"about_ca_system_score_gemma":0.0023941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.135501,"about_ca_topic_score_gemma":0.1005824,"domain_scores_codex":[0.9977653,0.0006357675,0.0002291742,0.0004187457,0.0007313961,0.0002196198],"domain_scores_gemma":[0.9911001,0.001165063,0.00307512,0.0009593921,0.003201875,0.0004984445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003429096,0.00005636108,0.9370373,0.0004905469,0.0004092053,0.0009202032,0.002914545,0.002486406,0.001004142,0.001390233,0.008108708,0.0448395],"study_design_scores_gemma":[0.0000179817,0.00008049628,0.9613642,0.000544923,0.0001318485,0.0008064039,0.001428172,0.01787565,0.000649744,0.001457078,0.01559472,0.00004885225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708983,0.002615398,0.006124155,0.00150963,0.0002181215,0.0002353596,0.01052739,0.0001840253,0.007687629],"genre_scores_gemma":[0.9891316,0.0009740428,0.001596075,0.000184925,0.00003659448,0.000081769,0.005614036,0.00005007428,0.002331019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.135501,"threshold_uncertainty_score":0.2694246,"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."}}