{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000536838,0.00019395,0.0002813626,0.0002969206,0.0002584148,0.0005011881,0.0001690066,0.0004156942,0.002401785],"category_scores_gemma":[0.001914843,0.0000937005,0.0005952956,0.0003419853,0.0002124103,0.0005490389,0.0003597682,0.0009398427,0.0001547585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002483207,"about_ca_system_score_gemma":0.0003442368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007521989,"about_ca_topic_score_gemma":0.001347851,"domain_scores_codex":[0.9997682,0.00009926729,0.00001226244,0.00002132042,0.00003400317,0.00006495781],"domain_scores_gemma":[0.9992378,0.0002768076,0.0001821248,0.00002975942,0.00003611931,0.0002374435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02540689,0.0006121652,0.8203947,0.0003838621,0.001578759,0.001219904,0.0001479189,0.001753592,0.004869903,0.003615457,0.003712637,0.1363042],"study_design_scores_gemma":[0.0007945772,0.002004027,0.9802008,0.0001394113,0.001220127,0.00193074,0.0004491153,0.001905301,0.0005696478,0.007248963,0.003502531,0.00003473749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833002,0.008440043,0.0002333713,0.004074111,0.0002130773,0.000004761996,0.0003553428,0.000006784265,0.003372267],"genre_scores_gemma":[0.9970205,0.001674641,0.00008388822,0.000395973,0.0003815087,0.000002131108,0.0002234444,0.000001969458,0.0002158011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002401785,"threshold_uncertainty_score":0.008034825,"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."}}