{"id":"W2153481935","doi":"10.1016/j.eururo.2015.07.034","title":"Fine-tuning Risk Stratification for Non–Muscle-invasive Bladder Cancer","year":2015,"lang":"en","type":"letter","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Trapping; Positron; Doping; Positron annihilation; Spectroscopy; Chalcogenide; Chalcogen; Medicine; Atomic physics; Molecular physics; Condensed matter physics; Crystallography; Materials science; Physics; Optoelectronics; Nuclear physics; Chemistry; Electron","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"],"consensus_categories":[],"category_scores_codex":[0.0002987247,0.0004541073,0.0005977044,0.0001732727,0.0001258946,0.00003078386,0.0002456317,0.0004226095,0.0004116851],"category_scores_gemma":[0.0002270898,0.0003959642,0.0002171186,0.0001107981,0.0001290458,0.00004988207,0.00005724475,0.001266612,0.0004218901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001382932,"about_ca_system_score_gemma":0.0005836464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001521047,"about_ca_topic_score_gemma":0.0001084886,"domain_scores_codex":[0.9976002,0.0003566367,0.0004366202,0.000787352,0.0002709636,0.0005482315],"domain_scores_gemma":[0.9981833,0.0002284073,0.0003902104,0.000694229,0.000359577,0.0001442664],"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":[0.0001748019,0.00004895168,0.0006066331,0.0001169064,0.0005411017,0.000455923,0.0003612237,0.00001446616,0.0002846931,0.000004433002,0.986746,0.01064483],"study_design_scores_gemma":[0.002870998,0.001364059,0.004954446,0.000052497,0.001708058,0.00005275481,0.00001676509,0.00006129003,0.000105823,0.0001472651,0.9883211,0.0003449142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007765899,0.004166808,0.002940634,0.8502679,0.004948492,0.00503157,0.002783559,0.0004904932,0.1216046],"genre_scores_gemma":[0.07546584,0.000631397,0.001085795,0.8541718,0.02914241,0.0006416549,0.005013749,0.000667404,0.03317995],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08842468,"threshold_uncertainty_score":0.9998492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0419712603949336,"score_gpt":0.2991049233562622,"score_spread":0.2571336629613286,"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."}}