{"id":"W4403142471","doi":"10.1017/s0950268824001006","title":"Trends in shigellosis notifications in England, January 2016 to March 2023","year":2024,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health Research Health Protection Research Unit","keywords":"Shigellosis; Transmission (telecommunications); Medicine; Shigella sonnei; Incidence (geometry); Demography; Shigella flexneri; Quarter (Canadian coin); Pandemic; Environmental health; Shigella; Internal medicine; Biology; Geography; Coronavirus disease 2019 (COVID-19); Disease; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001301541,0.00008787902,0.0001511418,0.0003098162,0.00004826473,0.0000064124,0.00004274118,0.0001538425,0.00002667504],"category_scores_gemma":[0.0008913378,0.00007804459,0.00003734264,0.0003839835,0.00006755421,0.000006177735,0.00008543714,0.0001940992,0.00003308756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000273141,"about_ca_system_score_gemma":0.00002607552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006304171,"about_ca_topic_score_gemma":0.004182331,"domain_scores_codex":[0.9988282,0.0003563378,0.0002134981,0.0003362016,0.00002749424,0.0002382802],"domain_scores_gemma":[0.9995577,0.0002298955,0.00001565401,0.0001266347,0.00001857588,0.00005156535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001235669,0.00009391805,0.8282561,0.00006198468,0.00006886561,0.000007316069,0.0002241746,0.0003542354,0.04814768,0.0009584497,0.0440182,0.07768556],"study_design_scores_gemma":[0.000155774,0.0001883854,0.7753834,0.00002884386,0.000003984228,0.00000445009,0.000009643065,0.000536081,0.0004164425,0.0004255556,0.2227541,0.00009330065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845756,0.0036043,0.0007179308,0.007242301,0.000242857,0.0001399418,0.00001241907,0.00001467576,0.00344998],"genre_scores_gemma":[0.9928188,0.003869375,0.0001566416,0.0003488959,0.0001823835,0.0001654389,0.00007358728,0.000007189575,0.002377632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1787359,"threshold_uncertainty_score":0.3182566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03879051831235973,"score_gpt":0.3644312567259881,"score_spread":0.3256407384136284,"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."}}