{"id":"W2894059501","doi":"10.5489/cuaj.5447","title":"Use of radiotherapy for bladder cancer: A population-based study of evolving referral and practice patterns","year":2018,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Medicine; Cystectomy; Bladder cancer; Referral; Radiation therapy; Cancer registry; Population; Comorbidity; Cancer; Logistic regression; General surgery; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0007263429,0.0001614948,0.0002452109,0.001130223,0.0006168369,0.000821416,0.0007131861,0.0004921641,0.001118409],"category_scores_gemma":[0.002474058,0.0003461262,0.0003829627,0.003636463,0.0005871273,0.0007782688,0.0006882233,0.0004806934,0.0001758535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003808762,"about_ca_system_score_gemma":0.002925025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3970077,"about_ca_topic_score_gemma":0.4894108,"domain_scores_codex":[0.9990884,0.0001292184,0.0001054755,0.0002128583,0.0002928723,0.0001711399],"domain_scores_gemma":[0.9975173,0.0002006518,0.001386164,0.0001176244,0.0004037117,0.0003745717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006752492,0.000007549973,0.9992429,0.000004117356,0.00001203893,0.00001606864,0.0001504797,0.00001153022,0.00002878746,0.000006507726,0.00008753676,0.0004258339],"study_design_scores_gemma":[0.000001172975,0.000008129115,0.9995043,0.000005065402,0.000003819335,0.00004540396,0.0002767748,0.00005660894,0.000004833357,0.000004703511,0.00008741574,0.000001745165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979599,0.0003144218,0.00005597544,0.0002414242,0.000003648303,0.00001512103,0.0009643916,0.000005150509,0.0004399347],"genre_scores_gemma":[0.999182,0.0001915017,0.00005488615,0.00004918884,0.000005307219,0.00000878087,0.000435374,0.000001843459,0.00007103413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6029923,"threshold_uncertainty_score":0.7893938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05429403334037518,"score_gpt":0.3327922407780479,"score_spread":0.2784982074376727,"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."}}