{"id":"W4410538014","doi":"10.1007/s11538-025-01460-y","title":"Estimating Hidden Cholera Burden and Intervention Effectiveness","year":2025,"lang":"en","type":"article","venue":"Bulletin of Mathematical Biology","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Cholera; Intervention (counseling); Mathematics; Biology; Medicine; Virology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.018712,0.000726355,0.001757727,0.001577183,0.0002782731,0.002006127,0.001136342,0.00171273,0.002965815],"category_scores_gemma":[0.1070915,0.0006133108,0.001479768,0.0008604246,0.001612723,0.002960446,0.001381275,0.001635482,0.0001680692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00155117,"about_ca_system_score_gemma":0.001808688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003179447,"about_ca_topic_score_gemma":0.001808404,"domain_scores_codex":[0.99108,0.007037698,0.0002905224,0.0007109846,0.0004769573,0.0004038245],"domain_scores_gemma":[0.8526222,0.1398798,0.003288758,0.002601008,0.0009506427,0.0006576076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002188076,0.0006154497,0.3147767,0.001005292,0.005523031,0.0002883504,0.0005169532,0.5175751,0.001029177,0.03528727,0.002141929,0.1190528],"study_design_scores_gemma":[0.0002495242,0.001414056,0.1105328,0.0002869926,0.002053112,0.0004270944,0.0007274732,0.7743869,0.001667965,0.1068861,0.001289202,0.00007879668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7941387,0.004676032,0.1848356,0.006894459,0.0002776034,0.000352921,0.00185721,0.0003145186,0.006653123],"genre_scores_gemma":[0.9912665,0.0004525095,0.007441861,0.000124575,0.00006703164,0.00005599202,0.0001976197,0.000009847531,0.0003840369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.018712,"threshold_uncertainty_score":0.09895968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009161978947287389,"score_gpt":0.3091070690369912,"score_spread":0.2999450900897038,"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."}}