{"id":"W2259186924","doi":"10.1016/j.eururo.2016.01.048","title":"Natural History of Renal Angiomyolipoma (AML): Most Patients with Large AMLs >4 cm Can Be Offered Active Surveillance as an Initial Management Strategy","year":2016,"lang":"en","type":"article","venue":"European Urology","topic":"Tuberous Sclerosis Complex Research","field":"Medicine","cited_by":134,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Natural history; Angiomyolipoma; Urology; Management strategy; Watchful waiting; Radiology; Kidney; Internal medicine; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0003434054,0.0002501593,0.0003954238,0.0002403073,0.00005432469,0.000007418922,0.0003437446,0.00005776267,0.0005376104],"category_scores_gemma":[0.00009770785,0.0001735452,0.00006145932,0.0001661201,0.0004064829,0.0001018386,0.0002267568,0.000269975,0.00007364211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003061961,"about_ca_system_score_gemma":0.0001659494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009268649,"about_ca_topic_score_gemma":0.0003582576,"domain_scores_codex":[0.9970862,0.0008781854,0.0003377438,0.0005524871,0.0005092882,0.0006360544],"domain_scores_gemma":[0.9984856,0.000115945,0.0001820453,0.000658196,0.0003218669,0.0002363485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.07927255,0.01003017,0.3581932,0.0005528423,0.004860644,0.008198113,0.008174965,0.00004122653,0.1952934,0.01538276,0.08666084,0.2333393],"study_design_scores_gemma":[0.007691911,0.004436784,0.9709547,0.00003440777,0.00004900983,0.00004064619,0.00003995707,0.00002447189,0.0003600364,0.00001923772,0.01612386,0.000225039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761121,0.000081206,0.00005245327,0.0006612809,0.0002069273,0.0005202322,0.0001546872,0.00007623216,0.02213492],"genre_scores_gemma":[0.9954477,0.00001115534,0.00008249639,0.0009259468,0.0001470572,0.00001019702,0.0001884823,0.00007599944,0.003110999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6127614,"threshold_uncertainty_score":0.7076969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02730242014387337,"score_gpt":0.2665111946564092,"score_spread":0.2392087745125358,"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."}}