{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001937115,0.0004684554,0.0005711043,0.0003563069,0.0004229945,0.00005151529,0.0001073656,0.0002102876,0.002066254],"category_scores_gemma":[0.00007512232,0.0003054876,0.0001679728,0.001029506,0.0001307144,0.0003011022,0.00002206805,0.0004752466,0.0001363198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008540189,"about_ca_system_score_gemma":0.0003129317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008537341,"about_ca_topic_score_gemma":0.001067987,"domain_scores_codex":[0.9977217,0.00004302379,0.0005328074,0.0006566645,0.0004311092,0.0006147528],"domain_scores_gemma":[0.9983624,0.0002302916,0.0001263379,0.0005820862,0.0003216929,0.0003771661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005194106,0.008659346,0.8482329,0.0001267516,0.001484381,0.0008603091,0.003580424,0.00001880023,0.0006483269,0.00003202919,0.000520803,0.1353165],"study_design_scores_gemma":[0.00986709,0.01325836,0.9612679,0.0004622791,0.001603818,0.003117519,0.0008811337,0.001822223,0.00485163,0.00004582293,0.002099236,0.0007229761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539077,0.00007865961,0.03056157,0.0008341586,0.0002183183,0.001191359,0.00005871482,0.0003947339,0.01275484],"genre_scores_gemma":[0.966662,0.00006686,0.03045767,0.000554116,0.0003001113,0.0004958697,0.0001061985,0.0001008797,0.001256274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1345935,"threshold_uncertainty_score":0.9999397,"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."}}