{"id":"W7117164239","doi":"10.7759/cureus.100023","title":"Cholera in Modern Times: Experience From a Tertiary Care Centre in South India","year":2025,"lang":"en","type":"article","venue":"Cureus","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Cholera; Outbreak; Retrospective cohort study; Public health; Disease; Diarrhea; Epidemiology","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":[0.000360865,0.0004274248,0.0003502404,0.0006676242,0.002587648,0.001417631,0.001014568,0.0009295386,0.003075373],"category_scores_gemma":[0.001623373,0.0004652951,0.0004325164,0.001186231,0.001489444,0.0005534224,0.002226454,0.001194794,0.0005681154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002309988,"about_ca_system_score_gemma":0.002741054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0191046,"about_ca_topic_score_gemma":0.03273087,"domain_scores_codex":[0.9993414,0.0001428257,0.00005722055,0.00006721287,0.0000791866,0.0003121061],"domain_scores_gemma":[0.9983792,0.0002163558,0.0003655759,0.00007496792,0.0001407418,0.0008230149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002326776,0.0008317292,0.8525913,0.000465655,0.00006369823,0.07267667,0.05487487,0.0002168516,0.002280646,0.0003223287,0.003155746,0.0122879],"study_design_scores_gemma":[0.00004832384,0.001730631,0.8079226,0.0002809768,0.00006422072,0.05251053,0.1300562,0.0002351234,0.0005039941,0.0001797298,0.006377189,0.00009055277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977505,0.0004391617,0.00005619013,0.0005071964,0.00002538389,0.00004119867,0.00008325218,0.000009499173,0.001087728],"genre_scores_gemma":[0.9979011,0.0007414355,0.0001155355,0.0006448007,0.00004620374,0.00002589389,0.00008783596,0.000006150877,0.0004311111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0191046,"threshold_uncertainty_score":0.03798681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006434902379105678,"score_gpt":0.2711176909097864,"score_spread":0.2646827885306808,"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."}}