{"id":"W2154997696","doi":"10.1016/j.eururo.2010.01.015","title":"Validation of the AJCC TNM Substaging of pT2 Bladder Cancer: Deep Muscle Invasion Is Associated with Significantly Worse Outcome","year":2010,"lang":"en","type":"article","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; McGill University Health Centre; Université de Montréal","funders":"","keywords":"Medicine; Bladder cancer; Cystectomy; Cancer; Lymph node; Lymph; Internal medicine; Carcinoma; Cohort; Urology; Oncology; Surgery; Pathology","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":[0.0002891673,0.0001480745,0.0002980064,0.00007185288,0.00006160981,0.000004915203,0.000163867,0.00006239203,0.0004835631],"category_scores_gemma":[0.0001286471,0.00009410192,0.00008558817,0.0002369167,0.0001848389,0.00004238512,0.00005337125,0.0002887933,0.00001638999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002353132,"about_ca_system_score_gemma":0.00008693819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000188429,"about_ca_topic_score_gemma":0.0002038336,"domain_scores_codex":[0.998763,0.0002213036,0.0003349272,0.0002436306,0.000227262,0.0002098279],"domain_scores_gemma":[0.9989919,0.00008529985,0.0002948108,0.0004063134,0.00015517,0.00006650552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003630594,0.0003441255,0.857183,0.0000344076,0.0003498534,0.00004458339,0.002445366,0.00005063918,0.1340919,0.00005275189,0.0003810563,0.004659224],"study_design_scores_gemma":[0.002664013,0.0004868631,0.9558396,0.00003094989,0.0004840875,0.00001354419,0.00008203098,0.00005815849,0.03911662,0.00002903305,0.001080872,0.0001142441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926295,0.00007323238,0.00004599787,0.000969175,0.0002976634,0.000308792,0.00002993811,0.00003127401,0.005614391],"genre_scores_gemma":[0.9982507,0.0000175138,0.00006000787,0.001114345,0.00006635083,0.000006835299,0.00001586069,0.00004287884,0.000425496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09865659,"threshold_uncertainty_score":0.5294678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384119592272884,"score_gpt":0.266827184515578,"score_spread":0.2429859885928491,"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."}}