{"id":"W4414089562","doi":"10.1136/bmjopen-2024-097142","title":"How often did syphilis tests have corresponding HIV tests in Ontario, Canada? A retrospective analysis of comprehensive laboratory data","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario HIV Treatment Network; University of Ottawa; University of Toronto; Public Health Ontario; Public Health Agency of Canada","funders":"","keywords":"Syphilis; Public health; Human immunodeficiency virus (HIV); Epidemiology; Hiv test; Treponematosis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001616166,0.0004743168,0.0005878682,0.00245736,0.002650847,0.001469314,0.001707209,0.0004760323,0.001239752],"category_scores_gemma":[0.005659141,0.0007495285,0.0007070091,0.009496736,0.001193174,0.0006529693,0.001222961,0.0006385226,0.0002072774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03094241,"about_ca_system_score_gemma":0.03879433,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9869171,"about_ca_topic_score_gemma":0.9898468,"domain_scores_codex":[0.9959087,0.000254756,0.0004479529,0.0007494388,0.001714007,0.0009251497],"domain_scores_gemma":[0.9896888,0.0005684244,0.004427274,0.0004549299,0.003731953,0.001128645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004399279,0.000007751056,0.9977211,0.00004144754,0.00005042566,0.00005704877,0.0003715428,0.00004099233,0.0000569594,0.00002635948,0.0004950274,0.001087304],"study_design_scores_gemma":[0.000002930639,0.00001375128,0.9984797,0.00003331525,0.00002757812,0.0000675681,0.000603126,0.00008381221,0.0000365125,0.000007810275,0.0006364851,0.00000746199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763823,0.001754138,0.0002408351,0.0003748694,0.00001675212,0.0001120283,0.01868917,0.0000208471,0.002409162],"genre_scores_gemma":[0.993651,0.0009064164,0.0001678236,0.0001417463,0.000009861433,0.00005380841,0.004531482,0.000008412357,0.000529476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03094241,"threshold_uncertainty_score":0.2245039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08577030089681786,"score_gpt":0.3844849478790829,"score_spread":0.298714646982265,"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."}}