{"id":"W4364382103","doi":"10.21203/rs.3.rs-2686759/v1","title":"A multi-country comparative study of two treponemal tests for the serodiagnosis of Syphilis amongst Men Who Have Sex with Men (MSM): Chemo-luminescent assay vs Treponema pallidum passive particle agglutination assay","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Syphilis; Treponema; Medicine; Men who have sex with men; Gold standard (test); Gynecology; Internal medicine; Virology","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":[0.004115656,0.0007829581,0.0007617387,0.0007620259,0.000440847,0.0007971268,0.0004957037,0.001031175,0.001565892],"category_scores_gemma":[0.005551673,0.0007350956,0.001043114,0.0006095361,0.0006051476,0.0008516244,0.0006557226,0.00070606,0.0003824377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004108554,"about_ca_system_score_gemma":0.0002140561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001310571,"about_ca_topic_score_gemma":0.001775094,"domain_scores_codex":[0.9978509,0.001347477,0.0001521461,0.0003267355,0.000191687,0.0001310892],"domain_scores_gemma":[0.9956294,0.001893164,0.001124365,0.0002693788,0.000462494,0.0006211838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05916435,0.007273725,0.9145157,0.000449038,0.002360777,0.0004044636,0.002155259,0.0003758517,0.004340762,0.00009165157,0.0001712701,0.008697152],"study_design_scores_gemma":[0.002051507,0.05914013,0.9338161,0.00005223546,0.001088597,0.000555839,0.001297174,0.0007716891,0.0008738468,0.00002732218,0.0002841481,0.0000413025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995871,0.0001587537,0.0000432443,0.000006376411,0.000006687139,0.00003955907,0.00006451333,0.000001166629,0.00009255378],"genre_scores_gemma":[0.9995851,0.00007128005,0.0001136503,0.00002066828,0.000008939697,0.0000329808,0.0001081282,8.529502e-7,0.00005840934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004115656,"threshold_uncertainty_score":0.02176595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1371851641795595,"score_gpt":0.4341307834924518,"score_spread":0.2969456193128923,"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."}}