{"id":"W2002566754","doi":"10.1016/s1470-2045(07)70002-5","title":"Use of combined apoptosis biomarkers for prediction of bladder cancer recurrence and mortality after radical cystectomy","year":2007,"lang":"en","type":"article","venue":"The Lancet Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":202,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"National Center for Research Resources; National Institutes of Health","keywords":"Medicine; Cystectomy; Survivin; Bladder cancer; Hazard ratio; Oncology; Internal medicine; Apoptosis; Cancer; Univariate analysis; Urology; Gastroenterology; Pathology; Multivariate analysis; Confidence interval; Biology","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":[0.000431639,0.00009356532,0.0004289217,0.00004412894,0.00002671767,0.000002281825,0.00005454283,0.0001069524,0.00006964534],"category_scores_gemma":[0.00006322156,0.00006069764,0.00006083153,0.0001097695,0.0003315814,0.00003775655,0.00002354787,0.00008534335,4.53996e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007375702,"about_ca_system_score_gemma":0.0001183376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005026084,"about_ca_topic_score_gemma":0.000189108,"domain_scores_codex":[0.9991894,0.00006306191,0.0002735319,0.0001561993,0.0001210259,0.0001967474],"domain_scores_gemma":[0.9992391,0.0002626814,0.0001280776,0.0002158749,0.0000935345,0.00006067077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01848095,0.0004409981,0.942921,0.0004108608,0.001242684,0.000005715119,0.0006709688,0.000001220864,0.008913778,0.0001462633,0.004624727,0.0221408],"study_design_scores_gemma":[0.006538182,0.002083648,0.9658893,0.0001005719,0.0006837192,0.0000159332,0.00005456951,0.00008197268,0.01786519,0.0001805647,0.006444975,0.00006138659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961552,0.000519413,0.0004520742,0.001024833,0.0002909245,0.0007480024,0.0004000538,0.00001679203,0.0003927242],"genre_scores_gemma":[0.9980321,0.0003592003,0.0008044761,0.0003938721,0.0001880185,0.0001420932,0.00001839355,0.000009548135,0.00005227841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02296825,"threshold_uncertainty_score":0.2475178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08985829872637918,"score_gpt":0.3715032427631049,"score_spread":0.2816449440367257,"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."}}