{"id":"W1985483829","doi":"10.1007/s11934-015-0492-z","title":"Active Surveillance for Low-Risk Prostate Cancer","year":2015,"lang":"en","type":"review","venue":"Current Urology Reports","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Prostate cancer; Disease; Conservative management; Watchful waiting; Internal medicine; Nephrology; Risk assessment; Cancer; Intensive care medicine; Prostatectomy; Oncology; Prostate; Surgery","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":[0.0008247204,0.0005681637,0.002508548,0.0002422377,0.000113565,0.00001836301,0.0001203598,0.0004162665,0.00007256241],"category_scores_gemma":[0.0004849514,0.0003821955,0.0006104155,0.0003008865,0.0002354524,0.00005259456,0.0001137694,0.0009104067,0.00003058573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005160742,"about_ca_system_score_gemma":0.003552005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002350788,"about_ca_topic_score_gemma":0.00001527299,"domain_scores_codex":[0.9966669,0.0002091889,0.0009605387,0.001039695,0.0003688029,0.0007548598],"domain_scores_gemma":[0.9968326,0.0002354775,0.00121494,0.0007321453,0.0006085971,0.000376234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003067656,0.000194784,0.002421186,0.01258154,0.0006595663,0.0005078284,0.00007407017,6.907401e-7,1.223611e-7,0.000001893366,0.01536567,0.9678859],"study_design_scores_gemma":[0.0009355134,0.0003982199,0.00009976416,0.002188861,0.001722183,0.0006349419,0.000003880577,0.000004758224,0.00000193736,0.0001194856,0.9935741,0.0003163645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001552081,0.9897677,0.000009836487,0.0001378478,0.003233143,0.005562713,0.0007552598,0.0000935011,0.0002847683],"genre_scores_gemma":[0.00006293071,0.9904377,0.00001668641,0.00001873409,0.0008187218,0.004222269,0.00231687,0.000105171,0.002000939],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9782084,"threshold_uncertainty_score":0.999863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09591777721511714,"score_gpt":0.4537361987658156,"score_spread":0.3578184215506984,"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."}}