{"id":"W2130106909","doi":"10.1111/ajt.12331","title":"The Survival Benefit of Kidney Transplantation in Obese Patients","year":2013,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":208,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Centre for Advancing Health Outcomes","funders":"","keywords":"Medicine; Transplantation; Body mass index; Dialysis; Kidney transplantation; Internal medicine; Proportional hazards model; Obesity; Surgery","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":[0.0001927042,0.0001336568,0.0003570225,0.0001932298,0.0000477699,0.00001680081,0.0001008869,0.00003158096,0.00003653497],"category_scores_gemma":[0.000028584,0.00008524245,0.0001509926,0.0003044124,0.000112709,0.0002469737,0.000001267183,0.0001478008,0.000008113368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004456365,"about_ca_system_score_gemma":0.00009930028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003661391,"about_ca_topic_score_gemma":0.0000697547,"domain_scores_codex":[0.998444,0.00007918597,0.000744349,0.0001017507,0.0004542871,0.000176445],"domain_scores_gemma":[0.9986849,0.0002482177,0.0004770579,0.00009881987,0.0003027733,0.0001882707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002487898,0.0003970054,0.9403854,0.0004068912,0.0002365351,0.00007455263,0.002301366,0.0001561594,0.002246733,0.0001957208,0.00001855861,0.05109319],"study_design_scores_gemma":[0.005217218,0.001142892,0.9885625,0.0007203802,0.000280978,0.0001340235,0.0003450034,0.00003979985,0.00323283,0.0002121256,0.00002741403,0.0000848027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975594,0.00005551626,0.0007105187,0.0006941744,0.0001758095,0.0002771847,0.00004009306,0.000005123763,0.000482169],"genre_scores_gemma":[0.9944239,0.004210465,0.001031368,0.0001598929,0.00002746112,0.000008263321,0.00008573962,0.00001419366,0.0000387762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05100838,"threshold_uncertainty_score":0.3476086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007653918241215856,"score_gpt":0.2564337941682301,"score_spread":0.2487798759270143,"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."}}