{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00164169,0.0003131238,0.0005349292,0.003034824,0.0003688088,0.001451785,0.0006138542,0.0005776599,0.005811374],"category_scores_gemma":[0.009412487,0.0003851018,0.000644133,0.003082531,0.0003627434,0.001319791,0.001133958,0.0005379102,0.001331955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003000492,"about_ca_system_score_gemma":0.001851637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1118236,"about_ca_topic_score_gemma":0.1163741,"domain_scores_codex":[0.9972485,0.0003399039,0.0009929545,0.0003684349,0.0006707568,0.0003795344],"domain_scores_gemma":[0.9879637,0.001024403,0.006266361,0.0002180759,0.003366433,0.00116101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003595854,0.00002286795,0.9525472,0.001493195,0.0001126615,0.001446806,0.001889781,0.0003139299,0.001293233,0.0002588072,0.01939419,0.02086771],"study_design_scores_gemma":[0.00001180039,0.00006832948,0.9827096,0.0005739632,0.00002028063,0.001284397,0.001079322,0.0001999768,0.0002287486,0.00003054115,0.01377388,0.00001913408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8854516,0.02611407,0.0008535727,0.006015104,0.0007468532,0.00017787,0.06816044,0.000346534,0.012134],"genre_scores_gemma":[0.9647445,0.0102121,0.0006565196,0.001163683,0.0003726531,0.000154581,0.01770627,0.00005720158,0.004932486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1118236,"threshold_uncertainty_score":0.2223454,"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."}}