{"id":"W2959545842","doi":"10.1017/s095026881900116x","title":"Global and regional source attribution of Shiga toxin-producing<i>Escherichia coli</i>infections using analysis of outbreak surveillance data","year":2019,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; University of Waterloo","funders":"World Health Organization","keywords":"Outbreak; Escherichia coli; Shiga toxin; Attribution; Microbiology; Shiga-like toxin; Virology; Medicine; Biology; Genetics; Gene; Psychology","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":[0.007046472,0.0006246503,0.0005887148,0.003192929,0.0001835041,0.001202331,0.0005084722,0.0003142228,0.0004924273],"category_scores_gemma":[0.01323043,0.0002948927,0.001641016,0.003271384,0.0003926703,0.0008000043,0.001542361,0.0004960775,0.0001802993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005272884,"about_ca_system_score_gemma":0.000453776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01740629,"about_ca_topic_score_gemma":0.007360545,"domain_scores_codex":[0.9962126,0.001637028,0.0004618362,0.001085713,0.0003530745,0.0002497727],"domain_scores_gemma":[0.9896745,0.004353496,0.003535626,0.001106141,0.001113965,0.000216326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001774098,0.00001693252,0.9807241,0.00010245,0.0007559567,0.00007228343,0.0003014419,0.009884215,0.0005446676,0.0001233156,0.0002477409,0.007049518],"study_design_scores_gemma":[0.00001482686,0.000128904,0.9717876,0.00007548854,0.0005653181,0.0002204539,0.0009928248,0.0237586,0.0008771543,0.0003265417,0.001213858,0.00003841615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915711,0.0006269157,0.003254561,0.00006399889,0.00000660401,0.00003784634,0.003839137,0.0000398146,0.0005600231],"genre_scores_gemma":[0.992867,0.0002609987,0.002134707,0.00001462816,0.000006818373,0.00002130214,0.004631946,0.00001083849,0.00005174306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01740629,"threshold_uncertainty_score":0.03726578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05885591477730644,"score_gpt":0.3523633658175621,"score_spread":0.2935074510402556,"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."}}