{"id":"W3207990795","doi":"10.1016/j.euf.2021.10.008","title":"Evidence-based Urology: Surrogate Endpoints – Con","year":2021,"lang":"en","type":"article","venue":"European Urology Focus","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; University of Toronto; Ottawa Hospital; University Health Network","funders":"Sanofi","keywords":"Surrogate endpoint; Medicine; Clinical endpoint; Endpoint Determination; Clinical trial; Intensive care medicine; Internal medicine; Urology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006471653,0.0003056557,0.0007580157,0.00008524036,0.0001191679,0.00004189184,0.0005161222,0.0002074233,0.002893099],"category_scores_gemma":[0.2063643,0.0002832857,0.0002487739,0.0002718293,0.0005179982,0.00006919593,0.0003194837,0.0007105775,0.001837175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002812164,"about_ca_system_score_gemma":0.0001439793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002096553,"about_ca_topic_score_gemma":0.000006765878,"domain_scores_codex":[0.9860917,0.01112879,0.001035437,0.0008270885,0.0003039999,0.000612973],"domain_scores_gemma":[0.9273149,0.07086325,0.0003330464,0.001014121,0.0002386647,0.0002359501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003888182,0.002454113,0.008667415,0.0004256955,0.001066958,0.03068473,0.0005321125,0.0001192195,0.02036843,0.6015889,0.06618895,0.2640153],"study_design_scores_gemma":[0.003368608,0.001116433,0.006035176,0.00008185743,0.0005193335,0.0001820941,0.00001595764,0.0003832123,0.01060421,0.9522256,0.02485568,0.000611888],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1484866,0.005836045,0.5811664,0.04918795,0.009460511,0.001611969,0.000269437,0.001930536,0.2020506],"genre_scores_gemma":[0.7046713,0.0001104546,0.2867998,0.00670294,0.0006894547,0.00001691963,0.000004057105,0.0001357323,0.0008693135],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5561848,"threshold_uncertainty_score":0.9999619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5554115302791838,"score_gpt":0.4974384165797888,"score_spread":0.05797311369939495,"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."}}