{"id":"W4415619512","doi":"10.1007/s00345-025-05992-9","title":"Real-world impact of cisplatin-based neoadjuvant chemotherapy on bladder cancer survival: a 20-year study","year":2025,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Bladder cancer; Chemotherapy; Nephrology; Retrospective cohort study; Overall survival; Urothelial 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001758689,0.0004824426,0.0006785561,0.000692571,0.0004585159,0.00104565,0.0004573455,0.001014794,0.001189148],"category_scores_gemma":[0.003779652,0.0003028267,0.002118096,0.001330513,0.0007388178,0.001137143,0.0008315246,0.0009878447,0.0002669017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247288,"about_ca_system_score_gemma":0.0007862662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004016973,"about_ca_topic_score_gemma":0.005138439,"domain_scores_codex":[0.9987066,0.0004522736,0.0001522468,0.0003358896,0.0001551019,0.0001978431],"domain_scores_gemma":[0.9968714,0.0008224094,0.001216285,0.000269088,0.0003402769,0.0004805859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01106586,0.001055597,0.9748044,0.0001821685,0.001933635,0.0003326308,0.0002719484,0.0008840041,0.000462606,0.00006624185,0.0006046129,0.008336296],"study_design_scores_gemma":[0.000296625,0.003657551,0.9925013,0.00004043901,0.000984229,0.000317039,0.0003225274,0.0005104525,0.0001602253,0.0000609752,0.001114162,0.00003448234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974662,0.001093079,0.00009826987,0.00006197177,0.00001450559,0.00002164485,0.0009493153,0.000003666731,0.0002912907],"genre_scores_gemma":[0.9973841,0.0005082076,0.00009621202,0.00008744887,0.00002987353,0.00003595194,0.001713539,0.000004544424,0.0001401981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004016973,"threshold_uncertainty_score":0.009301007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02778643687016903,"score_gpt":0.3738947692302779,"score_spread":0.3461083323601089,"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."}}