{"id":"W4386887384","doi":"10.1001/jamanetworkopen.2023.34836","title":"Surrogate Adiposity Markers and Mortality","year":2023,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":170,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University; Queen's University; Impact; Thrombosis and Atherosclerosis Research Institute; Population Health Research Institute","funders":"","keywords":"Surrogate endpoint; Medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001405209,0.00009277043,0.0001561403,0.00001222464,0.0001498392,0.00005925624,0.0002459518,0.0001550689,0.00002790722],"category_scores_gemma":[0.0001509219,0.00008930043,0.00003937859,0.0001426296,0.00005039801,0.000004124924,0.0006063268,0.00007000991,0.00003602459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007018863,"about_ca_system_score_gemma":0.00003271154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000194419,"about_ca_topic_score_gemma":0.0002802182,"domain_scores_codex":[0.9989861,0.0002092741,0.0001657211,0.0002913518,0.00005206258,0.0002955248],"domain_scores_gemma":[0.9995008,0.00003876419,0.00007638957,0.0002665423,0.00003545185,0.00008207194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004198916,0.000008548776,0.8478256,0.00000423345,0.0001178839,0.000002869441,0.00001420805,0.0005357472,0.0005304165,0.0001240375,0.1474458,0.003348616],"study_design_scores_gemma":[0.0003163065,0.0000633037,0.9557169,0.000006677278,0.00001912111,0.000002836093,0.00002749528,0.0007125172,0.00005654468,0.0008479606,0.04211985,0.0001104523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911759,0.0003025414,0.0001096145,0.001107011,0.0001982081,0.0002222157,0.00001702672,0.0000161006,0.006851362],"genre_scores_gemma":[0.9943393,0.0006555511,0.0007901696,0.0007957483,0.00032642,0.0000324815,0.0002421532,0.00001238275,0.002805753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1078913,"threshold_uncertainty_score":0.3641566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02632039192208094,"score_gpt":0.3069163420294053,"score_spread":0.2805959501073244,"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."}}