{"id":"W2769369987","doi":"10.1002/jso.24892","title":"Radiation therapy in retroperitoneal sarcoma management","year":2017,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Radiation therapy; Soft tissue sarcoma; Sarcoma; Soft tissue; Radical surgery; Radiology; Surgery; General surgery; Cancer; Internal medicine; 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":[0.0007146208,0.0002634704,0.002962238,0.0004628463,0.00004248322,0.0000214566,0.0002221944,0.0003997998,0.0001935097],"category_scores_gemma":[0.00002113916,0.000156,0.0008846743,0.0001232931,0.00006946047,0.00005956059,0.00004765847,0.0006550075,0.00004241268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009972848,"about_ca_system_score_gemma":0.000393638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009996646,"about_ca_topic_score_gemma":0.000002426134,"domain_scores_codex":[0.997746,0.0003111992,0.001180391,0.0001980602,0.0003209683,0.0002434008],"domain_scores_gemma":[0.9978937,0.0003100371,0.001248915,0.000295029,0.00007550536,0.0001768374],"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":[0.0002355822,0.001397741,0.0006508668,0.0007112688,0.0005743114,0.03598539,0.00001293039,9.998698e-8,2.095764e-8,0.000104845,0.001177376,0.9591495],"study_design_scores_gemma":[0.004994673,0.002061994,0.001976661,0.004449236,0.0007001309,0.006633206,0.000006316713,4.327718e-7,2.615075e-7,0.00002003309,0.9790428,0.0001142003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003012673,0.98615,3.274731e-7,0.001034741,0.0005889142,0.000558301,0.000002940307,0.000004630539,0.01135884],"genre_scores_gemma":[0.0002986132,0.9983118,0.0002355708,0.0000682302,0.0007563917,0.00003968692,0.0000145207,0.00002790808,0.0002472516],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9778655,"threshold_uncertainty_score":0.6361493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1263847412847831,"score_gpt":0.4356881613358535,"score_spread":0.3093034200510705,"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."}}