{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004636039,0.0003404259,0.0001316153,0.0005019447,0.002911299,0.001161332,0.0002113686,0.00169131,0.002734738],"category_scores_gemma":[0.0007065978,0.0001658413,0.0002601609,0.0002331094,0.0007884218,0.0003957211,0.00104256,0.001634372,0.0009993265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00149853,"about_ca_system_score_gemma":0.001811637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06206539,"about_ca_topic_score_gemma":0.1117052,"domain_scores_codex":[0.9997665,0.00004501618,0.000008655866,0.00002323931,0.00007383325,0.00008268774],"domain_scores_gemma":[0.9997205,0.00002002198,0.0000373695,0.00001385057,0.0001082802,0.00009983407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001305883,0.0007986894,0.1737479,0.0008359216,0.000185697,0.01929494,0.04009848,0.0003233403,0.1187302,0.006914371,0.5074773,0.1302873],"study_design_scores_gemma":[0.00004487385,0.001525666,0.3453579,0.0005665318,0.00006875394,0.004066778,0.04186816,0.0001563523,0.01280594,0.001185896,0.5922599,0.00009328526],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6531303,0.01304289,0.0002193577,0.2150781,0.004946779,0.0001720646,0.0005598892,0.0001326882,0.112718],"genre_scores_gemma":[0.8044827,0.02553331,0.0007222261,0.04901763,0.00285448,0.00006189843,0.0007477475,0.00003957689,0.1165405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06206539,"threshold_uncertainty_score":0.1234083,"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."}}