{"id":"W3140838881","doi":"10.1016/j.eururo.2021.03.014","title":"Molecular Characterization of Residual Bladder Cancer after Neoadjuvant Pembrolizumab","year":2021,"lang":"en","type":"article","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Decipher Biosciences (Canada); University of British Columbia","funders":"","keywords":"Pembrolizumab; Medicine; Cystectomy; Bladder cancer; Oncology; Internal medicine; Cohort; Neoadjuvant therapy; Pathology; Immunotherapy; Cancer","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002842311,0.0001943032,0.0003067501,0.0005792834,0.0002356691,0.0006112165,0.0002087847,0.000414216,0.00139322],"category_scores_gemma":[0.0005177188,0.0001409499,0.0002565861,0.0003062381,0.0002139724,0.0002921461,0.0001342022,0.0004584496,0.0002458983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003797513,"about_ca_system_score_gemma":0.0002009233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001470169,"about_ca_topic_score_gemma":0.001511701,"domain_scores_codex":[0.9998308,0.00002200068,0.00001252992,0.00003699871,0.00004420718,0.00005340705],"domain_scores_gemma":[0.999813,0.0000418349,0.00004704679,0.00001881755,0.00004293278,0.00003640799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007333851,0.0003832377,0.178397,0.0005036811,0.0003910786,0.001976964,0.000363467,0.001636399,0.7204775,0.0004582855,0.001560844,0.08651779],"study_design_scores_gemma":[0.0001488152,0.00303927,0.8054225,0.0000935368,0.0006325064,0.005613394,0.0006435502,0.006017689,0.1607028,0.0003664479,0.01728323,0.00003622241],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951521,0.00249865,0.0005119416,0.0001388026,0.00002787553,0.00002681515,0.0002993326,0.00002238194,0.001322043],"genre_scores_gemma":[0.9964834,0.0006010864,0.0005687304,0.0001282514,0.0000165345,0.00003804994,0.000813868,0.000009685027,0.001340316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001470169,"threshold_uncertainty_score":0.004660785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01077988165269376,"score_gpt":0.2584130071316301,"score_spread":0.2476331254789364,"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."}}