{"id":"W4399240896","doi":"10.1016/j.clgc.2024.102132","title":"Neoadjuvant Versus Adjuvant Chemotherapy in Non-Metastatic Locally-Advanced Stage Radical Cystectomy Candidates","year":2024,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Cystectomy; Stage (stratigraphy); Incidence (geometry); Cumulative incidence; Internal medicine; Adjuvant; Chemotherapy; Overall survival; Urology; Oncology; Gastroenterology; Surgery; Bladder cancer; Cohort; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003636496,0.0004261954,0.0009516615,0.0001929845,0.00006468246,0.00004513243,0.0002095071,0.0001977847,0.001413959],"category_scores_gemma":[0.00008020359,0.0003361986,0.000387094,0.0005224475,0.00034247,0.0001591232,0.00007707259,0.0008422745,0.0002551764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004589426,"about_ca_system_score_gemma":0.001043206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003754779,"about_ca_topic_score_gemma":0.0001777275,"domain_scores_codex":[0.9969134,0.0001239018,0.0009616724,0.0008983856,0.0004503105,0.0006523437],"domain_scores_gemma":[0.9984024,0.0004546727,0.0000924441,0.0005199976,0.00006730038,0.0004632299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03088296,0.002600975,0.04379362,0.001346862,0.001922185,0.01512234,0.0008931884,0.0003027099,0.002350024,0.00004362888,0.01320767,0.8875338],"study_design_scores_gemma":[0.1455473,0.02047817,0.1983693,0.006292955,0.001827583,0.0003299033,0.001153956,0.01679058,0.006847109,0.0004243422,0.59934,0.002598761],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968336,0.02058256,0.0001912229,0.002769924,0.003712551,0.001350711,0.0001678457,0.0002141357,0.002675082],"genre_scores_gemma":[0.9829928,0.008131769,0.0009645344,0.001461423,0.001267231,0.0003957208,0.00005717244,0.0001186315,0.0046107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8849351,"threshold_uncertainty_score":0.999909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04327223786571829,"score_gpt":0.4050090018454212,"score_spread":0.3617367639797029,"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."}}