{"id":"W2160046662","doi":"10.1016/j.eururo.2011.03.030","title":"Active Surveillance of Small Renal Masses: Progression Patterns of Early Stage Kidney Cancer","year":2011,"lang":"en","type":"article","venue":"European Urology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":497,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Institute for Cancer Research; London Health Sciences Centre; University of Manitoba; Princess Margaret Cancer Centre; St Joseph's Health Care; Vancouver General Hospital; Queen Elizabeth II Health Sciences Centre; University of Ottawa; McGill University Health Centre; Queen's University; University of Toronto; Western University; Dalhousie University; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Biopsy; Histology; Stage (stratigraphy); Renal cell carcinoma; Prospective cohort study; Cancer; Metastasis; Kidney cancer; Tumor progression; Radiology; Kidney; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002008495,0.0001493246,0.0003397327,0.0000910107,0.00001571834,0.000001557604,0.000130803,0.00004648974,0.0005392975],"category_scores_gemma":[0.00006226337,0.0001133421,0.00008544493,0.00007708403,0.0001071724,0.00002482937,0.00009101198,0.0001522291,0.00002412525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002916056,"about_ca_system_score_gemma":0.00009172424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004778944,"about_ca_topic_score_gemma":0.00004688072,"domain_scores_codex":[0.9986927,0.0003576255,0.0003091763,0.000274791,0.0001438165,0.0002219079],"domain_scores_gemma":[0.9990286,0.00004179275,0.0002907703,0.0003595505,0.0001267908,0.000152454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002018182,0.0002821961,0.9680894,0.0001273509,0.000168396,0.0005323179,0.00156106,0.000001819029,0.02188787,0.0000463465,0.00009957741,0.005185502],"study_design_scores_gemma":[0.001282198,0.002718163,0.9419379,0.0000594136,0.00006711407,0.00002201028,0.00003042862,0.000006034038,0.05102218,0.000004553576,0.002769697,0.00008031217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773111,0.0001851188,0.0001214101,0.0001000982,0.0001106884,0.0002900651,0.00009296393,0.00002616556,0.02176237],"genre_scores_gemma":[0.9982936,0.00007165073,0.0005868914,0.000173429,0.00006561071,0.00001015379,0.00002544984,0.00003851156,0.0007346862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02913431,"threshold_uncertainty_score":0.5904929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04709776680148336,"score_gpt":0.2787369676558342,"score_spread":0.2316392008543508,"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."}}