{"id":"W4317690982","doi":"10.1016/j.euo.2023.01.004","title":"Prognosis of Primary Papillary Ta Grade 3 Bladder Cancer in the Non–muscle-invasive Spectrum","year":2023,"lang":"en","type":"article","venue":"European Urology Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Sorbonne Université; Universitat Autònoma de Barcelona; Karl-Franzens-Universität Graz; European Association of Urology; Radboud Universiteit; Radboud Universitair Medisch Centrum; Royal Free London NHS Foundation Trust; Medizinische Universität Graz; Univerzita Karlova v Praze","keywords":"Medicine; Bladder cancer; Confidence interval; Concomitant; Internal medicine; Risk stratification; Urology; Incidence (geometry); Proportional hazards model; Cumulative incidence; Oncology; Gastroenterology; Cancer; Cohort","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005922879,0.0001756759,0.0002362865,0.0005406458,0.0002453267,0.0005020748,0.0002438224,0.0003012053,0.0008400036],"category_scores_gemma":[0.002193117,0.0001274704,0.0004139656,0.0005764707,0.0002871304,0.0002687146,0.0004267663,0.0002731091,0.0001955462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004735134,"about_ca_system_score_gemma":0.0004440628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005168878,"about_ca_topic_score_gemma":0.006577279,"domain_scores_codex":[0.99975,0.0000521218,0.00001990888,0.000049503,0.00004566327,0.00008288951],"domain_scores_gemma":[0.9985908,0.0002493311,0.0005714325,0.00007923963,0.0001555537,0.0003537108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001584261,0.000006016633,0.9978841,0.000003757017,0.00001754767,0.0001131989,0.0000371037,0.0001053388,0.0002024035,0.000009479801,0.00006699169,0.001395598],"study_design_scores_gemma":[0.0000028236,0.00007264569,0.9989176,0.000003560175,0.00001998536,0.0005059195,0.00007671641,0.0002493171,0.00005706807,0.00003001849,0.00006185189,0.000002604344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995642,0.0001175308,0.0000534358,0.00002038005,0.000001814229,0.00000231411,0.0001194226,0.000003962929,0.0001168556],"genre_scores_gemma":[0.9997656,0.00003880271,0.00002244904,0.000003423868,0.000002131602,0.000001137691,0.0001429717,8.50117e-7,0.00002260296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005168878,"threshold_uncertainty_score":0.01027757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03348403002527243,"score_gpt":0.3052974684279435,"score_spread":0.271813438402671,"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."}}