{"id":"W4391097548","doi":"10.1136/sextrans-2023-055973","title":"Seroconversion in syphilis screening without positive confirmatory tests points at early infection","year":2024,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Syphilis; Seroconversion; Syphilis Serodiagnosis; Immunology; Virology; Antibody; Human immunodeficiency virus (HIV)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003920579,0.0003973565,0.0004186975,0.001633064,0.0003692104,0.001023755,0.0005529046,0.0005240801,0.002487808],"category_scores_gemma":[0.01156742,0.0002045313,0.0004819765,0.001735251,0.001004711,0.0006803653,0.0006414079,0.0006482516,0.0003103976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004000958,"about_ca_system_score_gemma":0.0004760861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001527812,"about_ca_topic_score_gemma":0.001233489,"domain_scores_codex":[0.9965678,0.001500863,0.0006279256,0.0003196147,0.0005589307,0.0004246738],"domain_scores_gemma":[0.9830804,0.00832931,0.006655474,0.0005462601,0.000697638,0.000690963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000262937,0.00002851084,0.9930285,0.00007628559,0.00002178616,0.0004589827,0.00009797804,0.00007211549,0.0001111965,0.00005347063,0.00009511267,0.005693133],"study_design_scores_gemma":[0.00001642176,0.0005278264,0.9901822,0.0001200435,0.00007876768,0.006510115,0.0002282423,0.0007590132,0.0004142244,0.0002218779,0.0009307033,0.00001039818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934385,0.00323171,0.0004733421,0.00009446938,0.00005030416,0.00003360558,0.0002965819,0.00001570694,0.002365735],"genre_scores_gemma":[0.9993524,0.0002123591,0.0001807299,0.00002704347,0.00003287723,0.00001100424,0.0001006759,0.000001324547,0.00008158847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003920579,"threshold_uncertainty_score":0.02073431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763851117243085,"score_gpt":0.2887158528381485,"score_spread":0.2710773416657177,"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."}}