{"id":"W2167927539","doi":"10.1086/598997","title":"A Population‐Based Study of Infectious Syphilis Rediagnosis in British Columbia, 1995–2005","year":2009,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Medicine; Syphilis; Virology; Population; Family medicine; Environmental health; Human immunodeficiency virus (HIV)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003142024,0.0001988829,0.001044208,0.0001855596,0.0001118883,0.0001046129,0.00009895691,0.0001855197,0.0004197272],"category_scores_gemma":[0.001764861,0.0002699825,0.0004304359,0.0005892387,0.00007477668,0.0001126642,0.0000270726,0.0002545038,0.00001727881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000241011,"about_ca_system_score_gemma":0.0001569583,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02492931,"about_ca_topic_score_gemma":0.1272185,"domain_scores_codex":[0.9970916,0.000281505,0.001254148,0.0006207927,0.0003926094,0.0003593827],"domain_scores_gemma":[0.9975566,0.0009911504,0.0002972536,0.0005850946,0.0001622127,0.0004076772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003614456,0.04529225,0.932847,0.00003745021,0.0001397677,0.0002346434,0.00003182345,0.0001359687,9.541928e-7,0.000002794549,0.002229581,0.01901166],"study_design_scores_gemma":[0.01024672,0.006205213,0.9816952,0.0003119382,0.000625002,0.00001035989,0.00008778238,0.00007430982,0.000001819193,0.0004212279,0.0001012052,0.0002192428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99676,0.0005337124,0.00000314536,0.000256023,0.0002880092,0.001618062,0.00006676678,0.0002283891,0.0002459497],"genre_scores_gemma":[0.9978343,0.0002504876,0.000009165925,0.001196399,0.0002752335,0.0002595028,0.0001125709,0.00002957101,0.00003276713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1022892,"threshold_uncertainty_score":0.9999753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03246927358940055,"score_gpt":0.3565034559450629,"score_spread":0.3240341823556623,"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."}}