{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003185319,0.0005107998,0.0004051138,0.002125339,0.0007978798,0.001004068,0.0009091452,0.0004993756,0.007568168],"category_scores_gemma":[0.01047126,0.0003374049,0.0003526329,0.0007482094,0.0008155766,0.0004976459,0.0009871225,0.0005773239,0.0008518963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004467784,"about_ca_system_score_gemma":0.006568552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2916255,"about_ca_topic_score_gemma":0.6308869,"domain_scores_codex":[0.9964143,0.001301006,0.0002376467,0.0003754454,0.001170693,0.0005008739],"domain_scores_gemma":[0.9931626,0.003011257,0.0006287075,0.0002959193,0.001922774,0.0009787724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002241608,0.0008136155,0.7042824,0.0006745887,0.00008709341,0.001255825,0.0007381603,0.000867854,0.01653712,0.0005283004,0.004709997,0.2672634],"study_design_scores_gemma":[0.0001978521,0.002461029,0.9560417,0.0003717022,0.0001641084,0.003899344,0.0005110043,0.003780275,0.01323353,0.0002608623,0.01899092,0.00008765946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9180714,0.007873819,0.006163051,0.003000774,0.0003724147,0.001987646,0.002363344,0.0006891243,0.0594783],"genre_scores_gemma":[0.9679608,0.002254624,0.0224076,0.0008408774,0.0001269977,0.0001801376,0.0004502938,0.00003367524,0.005744915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2916255,"threshold_uncertainty_score":0.5798561,"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."}}