{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008338184,0.000908568,0.001149204,0.0007310254,0.001761354,0.0023433,0.0009584347,0.01523957,0.04210398],"category_scores_gemma":[0.01355197,0.0004704574,0.0008436125,0.0005538039,0.001103288,0.002758913,0.0008223292,0.01978487,0.02922985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002491713,"about_ca_system_score_gemma":0.002026009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00497077,"about_ca_topic_score_gemma":0.006469144,"domain_scores_codex":[0.9989282,0.0002569265,0.0001178811,0.0001445566,0.0003777891,0.0001744644],"domain_scores_gemma":[0.9973518,0.0009017679,0.0002519946,0.00006593952,0.0009034391,0.0005251638],"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":[0.00004232094,0.00002114822,0.0005166427,0.00004305916,0.000009214579,0.001724979,0.00004156064,0.00004179164,0.0001047854,0.0004144719,0.9895976,0.007442494],"study_design_scores_gemma":[0.0001733779,0.00009981268,0.002603429,0.0007537631,0.0000311757,0.01052128,0.0005462755,0.0005551197,0.0002824617,0.003842527,0.9805069,0.0000838312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000448397,0.003621464,0.00009455021,0.9690372,0.01747487,0.00002260106,0.00011931,0.00006850504,0.009113163],"genre_scores_gemma":[0.008387452,0.007000029,0.0002410884,0.8980424,0.04582436,0.00006135925,0.0001288649,0.000069712,0.0402448],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04210398,"threshold_uncertainty_score":0.1408519,"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."}}