{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001683879,0.0001201986,0.0004441651,0.0000787402,0.00009767131,0.000003335531,0.00007874169,0.0001716949,0.000009933165],"category_scores_gemma":[0.001259146,0.0001136216,0.00007286612,0.0004532663,0.0002766654,0.0000148294,0.000281912,0.00009131368,5.83116e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002015271,"about_ca_system_score_gemma":0.00005227722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001390801,"about_ca_topic_score_gemma":0.0009265569,"domain_scores_codex":[0.9984612,0.0004780013,0.000340825,0.0004597373,0.00006413028,0.0001961031],"domain_scores_gemma":[0.9989231,0.000181567,0.0002610336,0.0004296189,0.0001544831,0.00005014776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007107485,0.00004700266,0.9410663,0.00004486687,0.0006053544,4.981819e-8,0.00001301109,0.002127535,0.0552722,0.0002011345,0.0002332283,0.0003182093],"study_design_scores_gemma":[0.0002501475,0.0002719008,0.9850791,0.00001075046,0.0001741205,0.000006494784,0.00001486894,0.009371118,0.0005960915,0.00007508099,0.004047194,0.0001031447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800689,0.001314037,0.01802713,0.0001552992,0.00009760263,0.0001515623,0.00008641615,0.000008208841,0.00009086017],"genre_scores_gemma":[0.9974396,0.001543573,0.0005165791,0.0001157723,0.00006873032,0.000004719635,0.0002585272,0.000005172006,0.00004727569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05467611,"threshold_uncertainty_score":0.4633355,"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."}}