{"id":"W2036288386","doi":"10.1016/j.eururo.2013.08.016","title":"Re: Günter Niegisch, Anja Lorch, Michael J. Droller, Hugh J. Lavery, Kristian D. Stensland, Peter Albers. Neoadjuvant Chemotherapy in Patients with Muscle-invasive Bladder Cancer: Which Patients Benefit? Eur Urol 2013;64:355–7","year":2013,"lang":"en","type":"letter","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of British Columbia","funders":"","keywords":"Medicine; Bladder cancer; Regimen; Cystectomy; Oncology; Internal medicine; Immunotherapy; Radiation therapy; Chemotherapy; Cisplatin; Cancer; Urology","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0001996345,0.001691209,0.00197698,0.0006851174,0.0001920655,0.0001055874,0.0008346281,0.0009889755,0.002568891],"category_scores_gemma":[0.00007874843,0.001336462,0.0003795024,0.000480109,0.0003510539,0.0002594705,0.0003092029,0.003042015,0.001352103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003342433,"about_ca_system_score_gemma":0.0003029907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002037236,"about_ca_topic_score_gemma":0.001722033,"domain_scores_codex":[0.9927293,0.0007381341,0.001294551,0.002273643,0.001092715,0.001871665],"domain_scores_gemma":[0.9958504,0.0002236629,0.000855634,0.001773471,0.0008618062,0.0004350167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002350688,0.0008411449,0.1956518,0.0001772199,0.001326223,0.001112042,0.001335615,0.00002324358,0.000007594761,4.019776e-7,0.7918825,0.005291583],"study_design_scores_gemma":[0.02648686,0.004757852,0.4001264,0.000265036,0.000798555,0.00002529686,0.00002498817,0.00001382225,0.00001551607,0.00001156138,0.5663512,0.001122906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5825831,0.002931146,0.00002452038,0.3619845,0.004630586,0.009408445,0.002285534,0.0004637054,0.03568842],"genre_scores_gemma":[0.337825,0.001430118,0.0001713258,0.640751,0.003927012,0.0002746272,0.004421999,0.001127556,0.0100714],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2787665,"threshold_uncertainty_score":0.9995834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007929733551989795,"score_gpt":0.2160725467014248,"score_spread":0.208142813149435,"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."}}