{"id":"W2117544046","doi":"10.1073/pnas.0809654105","title":"Environmental signatures associated with cholera epidemics","year":2008,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":320,"is_retracted":false,"has_abstract":true,"ca_institutions":"Esri (Canada)","funders":"National Institute of Allergy and Infectious Diseases; National Oceanic and Atmospheric Administration; National Institutes of Health","keywords":"Cholera; Vibrio cholerae; Environmental science; Zooplankton; Geography; Outbreak; Population; Algal bloom; Plankton; Ecology; Biology; Phytoplankton; Environmental health","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":[0.0004285006,0.00006532024,0.00008760852,0.00003704083,0.0001816753,0.000004760106,0.0003916726,0.00006691269,0.000004120144],"category_scores_gemma":[0.0005332652,0.00003958929,0.00003989376,0.0001599463,0.001216004,0.00001487341,0.0001582444,0.00009257446,2.904527e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001599209,"about_ca_system_score_gemma":0.00002300393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.556968e-7,"about_ca_topic_score_gemma":4.147282e-8,"domain_scores_codex":[0.998961,0.000005468186,0.0001287897,0.0001660174,0.0006171802,0.0001215703],"domain_scores_gemma":[0.9996897,0.00002741874,0.0001837486,0.000005540936,0.00007231203,0.00002125376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001921086,0.00003055663,0.0290583,0.00000465173,0.00003109345,5.486795e-9,0.00005533442,0.00005664371,0.9695541,0.0001981431,0.0009580983,0.00003386353],"study_design_scores_gemma":[0.0001539205,0.00009181745,0.4124727,0.00001891949,0.000003552351,0.000004627124,0.00003884778,0.00005725348,0.5863682,0.0003171699,0.0004219792,0.00005099228],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976771,0.0002005538,3.912189e-7,0.0008838816,0.000004193137,0.00008499325,0.00002306227,0.000002348184,0.001123468],"genre_scores_gemma":[0.9991598,0.000145983,0.0002459332,0.0002195684,0.00004444942,0.000005585524,6.474988e-7,0.000003026662,0.0001749676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3834144,"threshold_uncertainty_score":0.4480418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03219810027258517,"score_gpt":0.2851563754372153,"score_spread":0.2529582751646301,"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."}}