{"id":"W3004364151","doi":"10.1002/tre.734","title":"Cholera: what every doctor should know","year":2020,"lang":"en","type":"article","venue":"Trends in Urology & Men s Health","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Microbiologists","funders":"","keywords":"Cholera; Outbreak; Notifiable disease; Bacteriology; Disease; Medicine; Geography; History; Virology; Pathology; Biology","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":[0.0003139646,0.0002078871,0.0003560547,0.0001094037,0.00009412826,0.00003057583,0.0002873884,0.0001889127,0.0001594814],"category_scores_gemma":[0.00008349828,0.0001965657,0.00007545444,0.0002583414,0.0001474758,0.00001356758,0.0003001492,0.0003099874,0.00004566868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004527925,"about_ca_system_score_gemma":0.000158926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005876381,"about_ca_topic_score_gemma":0.0001318387,"domain_scores_codex":[0.9980086,0.0002460875,0.0003281177,0.0005888622,0.0001564763,0.0006718241],"domain_scores_gemma":[0.9992635,0.00002431031,0.00008394662,0.0003295969,0.00003652085,0.0002620715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003553264,0.0007167979,0.02981286,0.0002855883,0.0006331569,0.0001705958,0.009553273,0.0002274553,0.2028083,0.0003724413,0.2659836,0.4858827],"study_design_scores_gemma":[0.001930802,0.002545939,0.05294333,0.0000133738,0.00001051985,0.00001412117,0.0002245178,0.0001487346,0.00333563,0.00001854171,0.9385139,0.0003005556],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6845566,0.02222331,0.0001032715,0.287298,0.0005486294,0.0004037682,0.00006357954,0.00008015744,0.004722654],"genre_scores_gemma":[0.9643596,0.008308995,0.00022296,0.02523566,0.0005798679,0.0000667179,0.0002200629,0.00003695406,0.000969173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6725304,"threshold_uncertainty_score":0.8015715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05799976989297034,"score_gpt":0.3666611740089091,"score_spread":0.3086614041159388,"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."}}