{"id":"W4412401282","doi":"10.1245/s10434-025-17787-8","title":"Natural History of Primary Retroperitoneal Extra-Visceral Perivascular Epithelioid Cell Tumors (PEC): A Study from Transatlantic and Australasian Retroperitoneal Sarcoma Working Group (TARPSWG)","year":2025,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Tuberous Sclerosis Complex Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Melbourne","keywords":"Medicine; Surgical oncology; Clear-cell sarcoma; Angiomyolipoma; Sarcoma; Natural history; Radiology; Pathology; Internal medicine; Kidney","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":[0.0009184622,0.0003815834,0.001845167,0.0004328561,0.00008546329,0.00001586787,0.0004051752,0.0003072645,0.0003023482],"category_scores_gemma":[0.000040105,0.0003264403,0.0004100355,0.0004264123,0.001071342,0.0001064972,0.0002298216,0.001096546,0.000005104688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004810492,"about_ca_system_score_gemma":0.0005801934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001725505,"about_ca_topic_score_gemma":0.0001548328,"domain_scores_codex":[0.9957745,0.0008187561,0.001136663,0.00077702,0.000758361,0.0007346881],"domain_scores_gemma":[0.9980983,0.0005036152,0.0002328931,0.0006123829,0.0002415823,0.0003111839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02176993,0.01615186,0.3906445,0.001642178,0.002048735,0.007170216,0.007124946,0.00001388218,0.430442,0.0005637162,0.009115357,0.1133127],"study_design_scores_gemma":[0.01231715,0.008718854,0.8723592,0.0007308361,0.0003735802,0.0002291797,0.001293998,0.0002817635,0.003855246,0.00006943813,0.09925654,0.0005142772],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788395,0.008890414,0.000009600488,0.003435222,0.0003475664,0.000923523,0.0000168662,0.00005448699,0.007482775],"genre_scores_gemma":[0.9960971,0.001506278,0.000773101,0.0002974798,0.000210402,0.0000374868,0.00004746135,0.00004395344,0.0009866782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4817147,"threshold_uncertainty_score":0.9999188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06726744053939315,"score_gpt":0.323801005561685,"score_spread":0.2565335650222918,"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."}}