{"id":"W2331808833","doi":"10.1136/sextrans-2011-050102.45","title":"S11.2 Which algorithm performs better, screening with a non-treponemal or treponemal test?","year":2011,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Syphilis; Medicine; Indeterminate; Algorithm; Test (biology); Diagnostic test; Immunology; Pediatrics; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003941784,0.001562863,0.001511716,0.002177656,0.0005597218,0.002552411,0.001258834,0.002146513,0.1231037],"category_scores_gemma":[0.03514318,0.0004408661,0.00116217,0.001577876,0.0004264497,0.001318892,0.000502134,0.0007357723,0.0335682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00218069,"about_ca_system_score_gemma":0.003753566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007931756,"about_ca_topic_score_gemma":0.012071,"domain_scores_codex":[0.9975066,0.001056124,0.0004160223,0.0004047015,0.000429085,0.0001875318],"domain_scores_gemma":[0.9865612,0.007103053,0.001104027,0.0003589154,0.004290564,0.0005822495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01013871,0.0004048811,0.06857187,0.003602684,0.0004395753,0.0004333146,0.0002379811,0.005150248,0.003201726,0.00263291,0.4496576,0.4555284],"study_design_scores_gemma":[0.008693344,0.004852785,0.1127122,0.00486988,0.001559941,0.0061127,0.001227449,0.3286064,0.02777375,0.021449,0.481419,0.0007235535],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2675217,0.01320924,0.1934445,0.05160843,0.01387547,0.008697912,0.2662548,0.0634675,0.1219205],"genre_scores_gemma":[0.5050096,0.003427464,0.328021,0.008913468,0.002597755,0.003644963,0.08937349,0.007213123,0.05179925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1231037,"threshold_uncertainty_score":0.4118229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02888369897696454,"score_gpt":0.2661076163145767,"score_spread":0.2372239173376122,"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."}}