{"id":"W3083419704","doi":"10.1016/j.prp.2020.153200","title":"Can immune markers help identify fast relapse in patients with muscle invasive bladder cancer?","year":2020,"lang":"en","type":"article","venue":"Pathology - Research and Practice","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Institute for Cancer Research; University of Toronto; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Bladder cancer; CD20; Immune system; FOXP3; Oncology; Internal medicine; CD8; Medicine; Cystectomy; Cancer; Immunohistochemistry; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006826638,0.0001616975,0.0002943634,0.0001425783,0.0001548342,0.00003967142,0.0001066134,0.0001196435,0.0002803229],"category_scores_gemma":[0.001881026,0.0001166613,0.00002684568,0.000462949,0.0003065417,0.0002708823,0.000127121,0.000801824,0.00004155043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001153578,"about_ca_system_score_gemma":0.0003998248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002089523,"about_ca_topic_score_gemma":0.0007333939,"domain_scores_codex":[0.9976383,0.0006402322,0.0002188542,0.0004980769,0.000492801,0.0005116891],"domain_scores_gemma":[0.9982391,0.0007425903,0.00008170441,0.0002508043,0.0003524887,0.0003333002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02894422,0.001460836,0.9160931,0.0003225532,0.0005518778,0.004773506,0.009299378,0.000003723839,0.00472149,0.0000554203,0.003197463,0.03057641],"study_design_scores_gemma":[0.008707416,0.004853379,0.9775538,0.0001098303,0.0001524489,0.00008419024,0.003966054,0.000007146794,0.0007147633,0.000105227,0.003565453,0.0001802281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9583657,0.00118125,0.000006703711,0.03458145,0.00008580769,0.0009397525,0.00008375883,0.00002449311,0.004731026],"genre_scores_gemma":[0.9955407,0.001577263,0.0002932303,0.001832841,0.0000950088,0.0001506565,0.00005127817,0.00003178954,0.0004272433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06146074,"threshold_uncertainty_score":0.475731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05775215473120778,"score_gpt":0.3733584773254723,"score_spread":0.3156063225942646,"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."}}