{"id":"W4400723753","doi":"10.2139/ssrn.4896053","title":"Epidemiology of Shigella Species and Serotypes in Children: Results from the Mal-Ed Study","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Global Health Research; University of Toronto","funders":"","keywords":"Epidemiology; Serotype; Shigella; Geography; Biology; Environmental health; Microbiology; Medicine; Salmonella; Genetics; Bacteria; Internal medicine","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":[0.0006250645,0.0006229595,0.0006060873,0.001548627,0.0004383375,0.0006851527,0.0004647466,0.0005744653,0.001716275],"category_scores_gemma":[0.001826409,0.000441368,0.0007276505,0.002577966,0.0004341123,0.0007347997,0.001119784,0.0005280227,0.0003231957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008407208,"about_ca_system_score_gemma":0.0006511406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03416627,"about_ca_topic_score_gemma":0.0380653,"domain_scores_codex":[0.9992796,0.0001909927,0.00009082244,0.0001227314,0.00009850684,0.0002173904],"domain_scores_gemma":[0.9989009,0.0001645408,0.0004573661,0.00007753641,0.0002189368,0.0001806364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000071,0.00002245643,0.9990022,0.0000150682,0.00002637033,0.00003968302,0.0001606549,0.00003207034,0.00007862529,0.00000886559,0.0001390378,0.0004040621],"study_design_scores_gemma":[0.000004982994,0.00005303427,0.9989323,0.000009414572,0.00001908904,0.00006623905,0.0006539101,0.00002180363,0.000046535,0.000004591508,0.0001856326,0.000002406507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952124,0.0002155511,0.00006917156,0.00006875474,0.000004809772,0.00001364716,0.003953531,0.000004483029,0.0004576267],"genre_scores_gemma":[0.9965328,0.000402227,0.0001155936,0.00005675841,0.000009318397,0.00002941337,0.002452101,0.000006006497,0.0003958197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03416627,"threshold_uncertainty_score":0.06793481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03712974582331539,"score_gpt":0.3392807175085678,"score_spread":0.3021509716852524,"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."}}