{"id":"W2022846389","doi":"10.1159/000166684","title":"Renal Transplantation in Light-Chain Multiple Myeloma","year":2008,"lang":"en","type":"article","venue":"American Journal of Nephrology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Multiple myeloma; Transplantation; Kidney transplantation; Kidney; Cadaveric spasm; Intensive care medicine; Urology; Surgery; 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":[0.0001717419,0.0001104083,0.000429107,0.0003877482,0.00004311973,0.000002610571,0.00008402575,0.0000435353,0.00006234437],"category_scores_gemma":[0.00008318377,0.00008489933,0.0001076883,0.0002812469,0.0002338283,0.00007481642,0.000008415777,0.0002940155,0.00002109933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007641313,"about_ca_system_score_gemma":0.0001782407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001823254,"about_ca_topic_score_gemma":0.0001166751,"domain_scores_codex":[0.9987642,0.0001565078,0.0003929808,0.0001252266,0.0002601604,0.0003009429],"domain_scores_gemma":[0.9991818,0.0001726875,0.0002113661,0.0001145922,0.0001056016,0.0002139518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01576212,0.0008034653,0.7449873,0.00002522994,0.0004018156,0.02902455,0.002905448,0.00006897639,0.1014668,0.0000326276,0.001111185,0.1034104],"study_design_scores_gemma":[0.00755478,0.004770634,0.9633239,0.00003929305,0.00004471866,0.01599568,0.000151745,0.0002341167,0.002872771,0.00003542097,0.00489389,0.00008307869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961452,0.0001606132,0.0004148934,0.002689148,0.00003995032,0.000128971,0.000003199166,0.000007851565,0.0004101242],"genre_scores_gemma":[0.9953269,0.0006250789,0.002961307,0.00084894,0.0001442633,0.000005248834,0.000006861002,0.00001301399,0.00006833931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2183365,"threshold_uncertainty_score":0.3462094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928475971952687,"score_gpt":0.2857632677392029,"score_spread":0.266478508019676,"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."}}