{"id":"W2530391203","doi":"10.1136/bmj.i5516","title":"Cholera threatens Haiti after Hurricane Matthew","year":2016,"lang":"en","type":"article","venue":"BMJ","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Cholera; Data science; Computer science; Medicine; Virology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001008279,0.0001020698,0.00009981493,0.00002018972,0.00003666682,0.00001605001,0.000121178,0.00005870781,0.0002406347],"category_scores_gemma":[0.00009341135,0.00006276835,0.00005902854,0.00003287564,0.0001026653,0.000002641654,0.0001880115,0.00002833046,0.0002535067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001194541,"about_ca_system_score_gemma":0.00003095152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008299017,"about_ca_topic_score_gemma":0.000008904077,"domain_scores_codex":[0.9992508,0.00002737318,0.0001132887,0.0002338802,0.000110002,0.0002647034],"domain_scores_gemma":[0.9994927,0.00000840971,0.00002834556,0.0003385812,0.00006315554,0.00006880545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001608549,0.0000312545,0.00689153,0.00001077801,0.00008393582,0.00002542082,0.00004611231,1.451207e-7,0.9351524,0.00002477997,0.05180862,0.005764232],"study_design_scores_gemma":[0.0008300267,0.0002323104,0.1483533,0.0000452905,0.00001063575,0.00002680309,0.00002021303,8.579621e-7,0.1870972,0.00005663785,0.6630722,0.0002544729],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746395,0.0004539847,0.0002432532,0.01696364,0.0001347476,0.000255047,0.0000662821,0.00002246177,0.007221028],"genre_scores_gemma":[0.9854037,0.0001931626,0.0002653708,0.0007005649,0.0004899983,0.0001287386,0.00001005317,0.00001862193,0.01278977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7480551,"threshold_uncertainty_score":0.32584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139767927434705,"score_gpt":0.2961840303378265,"score_spread":0.282207237594356,"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."}}