{"id":"W3208188818","doi":"10.1177/09564624211048610","title":"Direct fluorescence antibody testing augments syphilis diagnosis, compared to serology alone","year":2021,"lang":"en","type":"article","venue":"International Journal of STD & AIDS","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; University of Ottawa","funders":"","keywords":"Syphilis; Serology; Medicine; Syphilis Serodiagnosis; Sexually transmitted disease; Treponematosis; Latent Syphilis; Immunology; Antibody; 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":[],"consensus_categories":[],"category_scores_codex":[0.000261472,0.000165741,0.0004689385,0.0002514057,0.00004740643,0.00005851766,0.000251127,0.00005523202,0.000385513],"category_scores_gemma":[0.001102885,0.0001387772,0.0001813639,0.000262266,0.00004061014,0.0001424444,0.0001202574,0.000182615,0.00004986693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002420091,"about_ca_system_score_gemma":0.0001923334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007449133,"about_ca_topic_score_gemma":0.00002413023,"domain_scores_codex":[0.9981139,0.00006824639,0.0005950416,0.000233028,0.0007735009,0.000216321],"domain_scores_gemma":[0.9973693,0.0004182633,0.0002568281,0.0001742599,0.0015312,0.0002501334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002089566,0.00126973,0.9592045,0.0000113943,0.0009138653,0.003210977,0.0001818783,0.0001333427,0.01380155,0.00005581731,0.002634051,0.01837396],"study_design_scores_gemma":[0.003207244,0.0009491299,0.9273727,0.000905134,0.0002408798,0.001800693,0.0001046596,0.00007240698,0.05928957,0.0001032467,0.005810833,0.0001435074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902658,0.001148755,0.0001420644,0.005952943,0.001227561,0.0001314655,0.00003510633,0.00001859699,0.001077674],"genre_scores_gemma":[0.9909799,0.0003608514,0.006340157,0.001471739,0.0006765029,0.00001582523,0.00003902936,0.00001874685,0.00009726522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04548803,"threshold_uncertainty_score":0.565917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04215826646443814,"score_gpt":0.3538393862331911,"score_spread":0.3116811197687529,"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."}}