{"id":"W2010044997","doi":"10.1001/jama.2012.133","title":"Cholera and Social Media","year":2012,"lang":"en","type":"article","venue":"JAMA","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cholera; Social media; The Internet; Outbreak; Internet privacy; Environmental health; Virology; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00159241,0.0002760313,0.0002500189,0.003594624,0.002177586,0.008498561,0.0003876756,0.001457449,0.01425725],"category_scores_gemma":[0.008869141,0.0002721328,0.0003049937,0.00327527,0.001933925,0.005411066,0.00347813,0.001448898,0.002132953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001365813,"about_ca_system_score_gemma":0.001019201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0100701,"about_ca_topic_score_gemma":0.01294787,"domain_scores_codex":[0.998229,0.0008410324,0.00009059061,0.0001617218,0.0003947501,0.0002830353],"domain_scores_gemma":[0.990949,0.003921795,0.002352412,0.0003319597,0.000931229,0.001513592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004590367,0.000315419,0.3590577,0.001497951,0.0003989051,0.001826448,0.03566338,0.0004691731,0.001858619,0.0783867,0.21611,0.3039567],"study_design_scores_gemma":[0.0000493064,0.000210752,0.3320603,0.00226864,0.0001429127,0.001707841,0.05971771,0.0008462935,0.0005193224,0.03454422,0.5677314,0.0002013141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3270592,0.05139869,0.001581477,0.205468,0.004447431,0.0001454908,0.007441759,0.0003112023,0.4021468],"genre_scores_gemma":[0.9520841,0.0193825,0.0006036659,0.0076948,0.002670041,0.00007483105,0.0009108371,0.00007307508,0.01650625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01425725,"threshold_uncertainty_score":0.04769528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921933198284084,"score_gpt":0.2810388678726548,"score_spread":0.261819535889814,"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."}}