{"id":"W2033402770","doi":"10.1016/j.urolonc.2014.05.012","title":"Patterns of referral for perioperative chemotherapy among patients with muscle-invasive bladder cancer: A population-based study","year":2014,"lang":"en","type":"article","venue":"Urologic Oncology Seminars and Original Investigations","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Cancer Care Ontario","keywords":"Medicine; Cystectomy; Bladder cancer; Referral; Chemotherapy; Cancer; Cancer registry; Perioperative; Population; Internal medicine; General surgery; Oncology; Surgery; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005652256,0.0003178292,0.0005972898,0.00138537,0.0008811699,0.001141126,0.0006524996,0.001060351,0.002097833],"category_scores_gemma":[0.002449564,0.0006649937,0.0007879016,0.002485171,0.0005827073,0.001433826,0.0008483346,0.0008708565,0.0003203196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006680631,"about_ca_system_score_gemma":0.0005562768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01018316,"about_ca_topic_score_gemma":0.01226076,"domain_scores_codex":[0.9990647,0.0002252286,0.000143803,0.0002662264,0.000134121,0.0001659321],"domain_scores_gemma":[0.998135,0.0003257332,0.0008210915,0.0001155584,0.0001940269,0.0004085175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000380484,0.00004882363,0.999358,0.000004105682,0.0000370732,0.00004369978,0.0001068862,0.00001134262,0.00008354559,0.000006309333,0.00003269181,0.0002295678],"study_design_scores_gemma":[0.000004820669,0.00008851365,0.9985952,0.000004196354,0.00002154437,0.0002340912,0.0008752487,0.00008883229,0.00001700271,0.00001186717,0.00005323357,0.000005521061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993199,0.0001055755,0.00004296258,0.00004523896,0.000003357659,0.000007993547,0.0001914115,0.000002238083,0.0002814127],"genre_scores_gemma":[0.9995641,0.00007910128,0.00003813832,0.00003928339,0.00000566507,0.000008192285,0.0001848975,0.000002048628,0.000078478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01018316,"threshold_uncertainty_score":0.02024776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02195259523182697,"score_gpt":0.3102125310334676,"score_spread":0.2882599358016406,"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."}}