{"id":"W2107836836","doi":"10.1245/s10434-006-9139-0","title":"Use of Tissue Expanders and Pre-operative External Beam Radiotherapy in the Treatment of Retroperitoneal Sarcoma","year":2006,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Surgical oncology; Radiation therapy; Sarcoma; Radiology; External beam radiotherapy; Surgery; Brachytherapy; Pathology","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":[0.0001349374,0.0001237198,0.0006387023,0.00008001771,0.00001682085,0.00000373724,0.00004573251,0.00009637195,0.00006794726],"category_scores_gemma":[0.000005444606,0.00006928377,0.0001041206,0.000103168,0.0002855657,0.00004118783,0.000008262772,0.00005249751,3.733762e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004177351,"about_ca_system_score_gemma":0.00005016582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001988891,"about_ca_topic_score_gemma":0.0001148365,"domain_scores_codex":[0.9989392,0.0001654283,0.0004145545,0.000161361,0.0001618098,0.0001576554],"domain_scores_gemma":[0.9989954,0.0005896217,0.0001343158,0.0001648792,0.00007176188,0.00004408685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005168604,0.02178713,0.7273172,0.00005806822,0.0004145149,0.001708693,0.004061969,0.00007574555,0.01679383,0.001503672,0.001116407,0.2199942],"study_design_scores_gemma":[0.007973113,0.02247834,0.7156194,0.0001012296,0.00009939649,0.0002973496,0.0002816847,0.00005020851,0.1212596,0.0001068181,0.1316215,0.0001113542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865927,0.008810592,0.000004175919,0.003660374,0.00002366627,0.0004461514,0.00001528433,0.000003307223,0.0004437554],"genre_scores_gemma":[0.9789141,0.02029289,0.0004527915,0.0001462529,0.00006245925,0.00004320098,0.000009171359,0.000007627149,0.00007150953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2198828,"threshold_uncertainty_score":0.3006622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0812108132975744,"score_gpt":0.3937787238179484,"score_spread":0.312567910520374,"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."}}