{"id":"W2947988059","doi":"10.1200/jco.2019.37.15_suppl.4535","title":"Squamous-cell carcinoma variant histology (SCC-VH) in muscle-invasive bladder cancer (MIBC): A comprehensive clinical, genomic, and therapeutic assessment from multiple datasets.","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Bladder cancer; Internal medicine; Oncology; Proportional hazards model; Cohort; Logistic regression; Cancer; Gastroenterology","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":[0.002563552,0.0003504099,0.0007115412,0.002820115,0.0004341616,0.001094006,0.0005789925,0.0004564073,0.001231272],"category_scores_gemma":[0.005558896,0.0002245405,0.000871751,0.00378254,0.0002212218,0.0005442114,0.001998734,0.0004905288,0.0003563506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005786626,"about_ca_system_score_gemma":0.001050394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006024336,"about_ca_topic_score_gemma":0.01620066,"domain_scores_codex":[0.9982563,0.000457404,0.0002952853,0.000435858,0.000396384,0.0001587721],"domain_scores_gemma":[0.9968038,0.0006610469,0.001141204,0.0005770187,0.0005186346,0.0002982372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003047866,0.00003876076,0.9793423,0.00037059,0.0008807543,0.00008230357,0.00008288266,0.0002758114,0.0005915823,0.00008287428,0.003193265,0.014754],"study_design_scores_gemma":[0.00004108649,0.0001033195,0.9894828,0.0002007467,0.0008900356,0.0007399428,0.0002436281,0.00124297,0.0003950155,0.0002056157,0.006438294,0.00001658546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9027185,0.00832219,0.001638025,0.0008155582,0.00004366459,0.0001349027,0.08431064,0.00007303509,0.001943521],"genre_scores_gemma":[0.8762318,0.001643731,0.002987891,0.000275741,0.00005703353,0.0001523096,0.1183288,0.00002134387,0.0003012424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006024336,"threshold_uncertainty_score":0.01355749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1134293444101421,"score_gpt":0.4429583004609353,"score_spread":0.3295289560507932,"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."}}