{"id":"W2796096176","doi":"10.21055/0370-1069-2015-1-18-25","title":"Cholera: Epidemiological Situation around the World in 2005-2014, and Prognosis for 2015","year":2015,"lang":"en","type":"article","venue":"Problems of Particularly Dangerous Infections","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cholera; Outbreak; Geography; Epidemiology; China; Pandemic; Socioeconomics; Isolation (microbiology); Disease; Virology; Infectious disease (medical specialty); Medicine; Coronavirus disease 2019 (COVID-19); Biology; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001140685,0.0001240365,0.0001928252,0.00007084046,0.0001061721,0.00003745409,0.00009278749,0.00007920811,0.000002500295],"category_scores_gemma":[0.001194453,0.00008636223,0.00006499097,0.0001432659,0.000210161,0.00001602694,0.0001252728,0.0001021351,0.000003699022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003009718,"about_ca_system_score_gemma":0.00006368518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001226173,"about_ca_topic_score_gemma":0.002061229,"domain_scores_codex":[0.9988992,0.0001486515,0.0002873531,0.000258923,0.0001070608,0.0002988407],"domain_scores_gemma":[0.9992625,0.0001393663,0.0001021997,0.0002028079,0.0002036166,0.00008953844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002422996,0.001363882,0.6021593,0.000237525,0.0005378897,0.000002369213,0.001966294,0.004629682,0.3015749,0.0008295288,0.08292892,0.003527455],"study_design_scores_gemma":[0.005359377,0.00370246,0.2358058,0.0001827461,0.0002355618,0.00005175865,0.0005775339,0.002659929,0.04288534,0.003791199,0.7038584,0.0008899008],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838948,0.002719654,0.00604646,0.005606009,0.000110899,0.001346468,0.0000255243,0.00001868929,0.0002315266],"genre_scores_gemma":[0.9969599,0.0002143351,0.001099787,0.0001049937,0.0001436018,0.001162296,0.00004663465,0.00001235666,0.0002561444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6209295,"threshold_uncertainty_score":0.3521749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05522960532318733,"score_gpt":0.3370985218158947,"score_spread":0.2818689164927073,"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."}}