{"id":"W2055493195","doi":"10.5489/cuaj.1506","title":"Neoadjuvant chemotherapy (NC) should be administered to fit patients with newly diagnosed, potentially resectable muscle-invasive urothelial cancer (MIUC) of the bladder – A 2013 CAGMO Consensus Statement and Call for a Streamlined Referral Process","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Hôpital Notre-Dame; University of British Columbia; Health Sciences Centre; Princess Margaret Cancer Centre","funders":"","keywords":"Bladder cancer; Medicine; Genitourinary system; Urothelial cancer; Chemotherapy; Oncology; Cisplatin; Internal medicine; Neoadjuvant therapy; Cancer; Gynecology; Urology; Breast cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002034685,0.0002553991,0.0004312648,0.000107446,0.0002696433,0.0000855703,0.0001548734,0.0001965617,0.0005381044],"category_scores_gemma":[0.0003787635,0.0001549998,0.0001154983,0.0001790458,0.00006604004,0.00008148681,0.00001970501,0.0003035335,0.000003061006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006972119,"about_ca_system_score_gemma":0.00177812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01990261,"about_ca_topic_score_gemma":0.03316085,"domain_scores_codex":[0.9979191,0.0001100976,0.000493678,0.0003244851,0.0005432029,0.0006094598],"domain_scores_gemma":[0.9973872,0.0001638904,0.0004160039,0.0001684147,0.001084007,0.0007804667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002254583,0.0005500591,0.9140991,0.00007309158,0.001203519,0.00003257387,0.002594749,0.0003498841,0.0004498267,0.00001126126,0.06829681,0.01008455],"study_design_scores_gemma":[0.01501458,0.003493992,0.9655252,0.0001153002,0.0003486098,0.00001633091,0.0003605522,0.00009267971,0.0002850961,0.000136906,0.01433562,0.0002751045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9307917,0.0000783396,0.00002693999,0.06559845,0.0001869873,0.002342517,0.0008680061,0.00001218617,0.00009489576],"genre_scores_gemma":[0.9864303,0.00007511118,0.0004196404,0.011767,0.0002170802,0.0003441115,0.00003037032,0.00003514371,0.000681276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05563859,"threshold_uncertainty_score":0.9866239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962295210518577,"score_gpt":0.2856279935096261,"score_spread":0.2560050414044403,"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."}}