{"id":"W4417112770","doi":"10.1186/s12879-025-12263-w","title":"Evaluating the MedMira Multiplo® Complete Syphilis (TP/nTP) antibody test in a sexually transmitted infection clinic in Ottawa, Canada: increased rapid diagnosis and improved antibiotic stewardship","year":2025,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Canada Research Chairs; Public Health Agency of Canada; University of Ottawa","funders":"","keywords":"Medical microbiology; Syphilis; Antibiotics; Antibiotic Stewardship; Antimicrobial stewardship; Parasitology; Test (biology)","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":[0.0007203706,0.0004415193,0.0008095974,0.000465885,0.0002462766,0.0000830921,0.0001161496,0.0001491058,0.00008674418],"category_scores_gemma":[0.004129893,0.0003422872,0.0001743634,0.001067332,0.000165104,0.0001230403,0.00005588795,0.000334036,0.000004631796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007037147,"about_ca_system_score_gemma":0.001682951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4793394,"about_ca_topic_score_gemma":0.7917133,"domain_scores_codex":[0.996855,0.0005952133,0.0008897208,0.0007394908,0.0003913641,0.0005292591],"domain_scores_gemma":[0.9938613,0.004976834,0.0002130004,0.0005523378,0.0001708284,0.0002257177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002000664,0.002781785,0.9879792,0.000545961,0.0001839681,0.00005198773,0.0001246378,0.00006908329,0.0008299322,0.00001054804,0.0001473332,0.007075552],"study_design_scores_gemma":[0.009905542,0.001177199,0.9811146,0.000878658,0.0007094209,0.00001663291,0.0001159314,0.005393114,0.0002199022,0.00005340672,0.0001246059,0.000290955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926589,0.003170765,0.00001717708,0.0005403053,0.0002471164,0.002824527,0.0001868364,0.0001302656,0.0002241315],"genre_scores_gemma":[0.9974065,0.0006084295,0.00003836023,0.001017969,0.00008795087,0.0006031074,0.0001773378,0.00004205601,0.00001829154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3123738,"threshold_uncertainty_score":0.9999029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03727442021536021,"score_gpt":0.3407350517495053,"score_spread":0.3034606315341451,"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."}}