{"id":"W2555968680","doi":"10.23736/s0393-2249.16.02713-2","title":"Use of adjuvant chemotherapy in radical cystectomy patients aged >65 years: a population-based study from the surveillance epidemiology and end results (SEER)-medicare database","year":2017,"lang":"en","type":"article","venue":"Minerva Urology and Nephrology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Cystectomy; Surveillance, Epidemiology, and End Results; Epidemiology; Internal medicine; Stage (stratigraphy); Bladder cancer; Logistic regression; Lymph node; Marital status; Odds ratio; Chemotherapy; Urology; Oncology; Population; Cancer; Cancer registry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005999434,0.0001532631,0.0003010621,0.0007329799,0.0002709489,0.0005224048,0.0002971471,0.0003542509,0.0007923745],"category_scores_gemma":[0.001626158,0.000240416,0.0004051591,0.00151319,0.0001540094,0.0005038432,0.0003496197,0.0004402242,0.0001495686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000346761,"about_ca_system_score_gemma":0.0003117884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008524694,"about_ca_topic_score_gemma":0.01160794,"domain_scores_codex":[0.9996384,0.00007836543,0.00006157959,0.00007851633,0.00008708861,0.00005589245],"domain_scores_gemma":[0.9988354,0.0001427222,0.0007224175,0.0000613004,0.00008952297,0.0001486836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002495622,0.00001614229,0.9994712,0.000004969036,0.00003144882,0.00001657285,0.00002088259,0.00001544003,0.00003246956,0.000005178898,0.00006201035,0.0002987662],"study_design_scores_gemma":[0.000004576069,0.0000334912,0.9995385,0.000004941601,0.0000245674,0.00009723141,0.00007137971,0.00008726497,0.00001279028,0.000006907616,0.0001166036,0.000001687608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981679,0.0003176423,0.0000433881,0.00004973825,0.000005062181,0.000008901221,0.001134408,0.000002489117,0.0002705062],"genre_scores_gemma":[0.9988347,0.0001726835,0.00003581031,0.00004173207,0.000008800291,0.000009041672,0.0008246501,9.430017e-7,0.00007168987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008524694,"threshold_uncertainty_score":0.01695013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03969391810440449,"score_gpt":0.3079397051772022,"score_spread":0.2682457870727977,"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."}}