{"id":"W2081916428","doi":"10.1016/j.juro.2008.03.057","title":"Associations Among Age, Comorbidity and Clinical Outcomes After Radical Cystectomy: Results From the Alberta Urology Institute Radical Cystectomy Database","year":2008,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cystectomy; Medicine; Comorbidity; Urology; Database; General surgery; Internal medicine; Bladder cancer; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001303607,0.0002254394,0.0008390123,0.00007236116,0.0002630011,0.00001153624,0.0003382248,0.0002843966,0.00009534971],"category_scores_gemma":[0.002088308,0.0001140537,0.0002567341,0.0001276282,0.001804691,0.0001367899,0.0001493622,0.001302773,0.00002536389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005994559,"about_ca_system_score_gemma":0.0003293267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003289626,"about_ca_topic_score_gemma":0.003652931,"domain_scores_codex":[0.9968576,0.001144256,0.001042716,0.0002467807,0.0003722211,0.0003363707],"domain_scores_gemma":[0.9947683,0.003789949,0.0005257707,0.0005372799,0.0001052874,0.0002734785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007223112,0.000500317,0.9783775,0.000003308319,0.001458844,0.002158347,0.00115051,0.000008204148,0.00002937395,0.00004310394,0.008553209,0.0004941966],"study_design_scores_gemma":[0.01150188,0.000995426,0.9574153,0.00001185775,0.001480267,0.002148377,0.00002018243,0.00005009348,0.000007203383,0.0001680843,0.02610303,0.00009824342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714881,0.0009913846,0.000186684,0.02544795,0.000892128,0.0003224647,0.0002060123,0.00001477762,0.0004504579],"genre_scores_gemma":[0.9904734,0.001085509,0.0001615924,0.007113702,0.0008706117,0.000006298177,0.00005187161,0.0000208317,0.0002161174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02096211,"threshold_uncertainty_score":0.6649458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04814016418042442,"score_gpt":0.3294605259183979,"score_spread":0.2813203617379735,"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."}}