{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00649574,0.0007360377,0.0009404795,0.001282175,0.0003557446,0.001908168,0.0006137947,0.001007853,0.002903074],"category_scores_gemma":[0.03382897,0.0002246287,0.0007663939,0.002316098,0.0008877271,0.000954313,0.001444548,0.002243167,0.0006413815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004887294,"about_ca_system_score_gemma":0.0006794021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007418515,"about_ca_topic_score_gemma":0.0005553746,"domain_scores_codex":[0.9920462,0.005189952,0.0007308059,0.0007967677,0.001078722,0.0001573695],"domain_scores_gemma":[0.9794381,0.007906762,0.008762703,0.001774917,0.001367378,0.0007502338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001387526,0.0001435338,0.9031619,0.001292274,0.001634742,0.0002965072,0.0003077285,0.003233401,0.0007563028,0.008751253,0.008122008,0.0709128],"study_design_scores_gemma":[0.0001905664,0.001127049,0.8940922,0.002799977,0.001360863,0.003437378,0.0005099513,0.01440774,0.001304262,0.04462847,0.03597208,0.0001694711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6284081,0.207993,0.08602125,0.02937455,0.003273316,0.0002345589,0.0209497,0.0004269422,0.02331869],"genre_scores_gemma":[0.9724305,0.01292953,0.006659271,0.001336115,0.001039893,0.0001606496,0.004183689,0.00003410766,0.001226082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00649574,"threshold_uncertainty_score":0.0343532,"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."}}