{"id":"W2137049867","doi":"10.1245/aso.2006.05.035","title":"Long-Term Results of Two Prospective Trials of Preoperative External Beam Radiotherapy for Localized Intermediate- or High-Grade Retroperitoneal Soft Tissue Sarcoma","year":2006,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":257,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Radiation therapy; Surgery; Surgical oncology; Soft tissue sarcoma; External beam radiotherapy; Prospective cohort study; Soft tissue; Laparotomy; Radiology; Brachytherapy","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":[0.00117784,0.0002870798,0.002562536,0.0001777725,0.00003609718,0.00000696783,0.0001609588,0.0002413187,0.0002542615],"category_scores_gemma":[0.000271733,0.0001812082,0.0004710622,0.0002017229,0.0005505422,0.0000700376,0.00004479636,0.0001514894,0.000001965607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001148164,"about_ca_system_score_gemma":0.0002813314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006459773,"about_ca_topic_score_gemma":0.000123277,"domain_scores_codex":[0.9964724,0.0004378575,0.001934797,0.0004380528,0.0003465884,0.0003702718],"domain_scores_gemma":[0.9951621,0.002808134,0.001017585,0.0003100589,0.0005589029,0.000143207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.3001611,0.0407005,0.3913361,0.0008486994,0.004364876,0.003508063,0.001620762,0.0001464309,0.07388595,0.004670084,0.01280581,0.1659516],"study_design_scores_gemma":[0.0654524,0.02776319,0.1915214,0.0005138381,0.000409679,0.0001970509,0.00004455038,0.00004718225,0.7025311,0.0005548933,0.01072271,0.000242005],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989345,0.004057236,0.000344174,0.003018328,0.0002203567,0.002279546,0.0004522133,0.00002226686,0.0002608649],"genre_scores_gemma":[0.9930568,0.002779741,0.002752806,0.0001475057,0.0005137032,0.0002720023,0.0001318063,0.00003302946,0.0003126396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6286452,"threshold_uncertainty_score":0.7389456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.078910175005173,"score_gpt":0.4200228060778367,"score_spread":0.3411126310726637,"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."}}