{"id":"W4392900205","doi":"10.1016/j.semradonc.2024.02.002","title":"Progress in Retroperitoneal Sarcoma Management: Surgical and Radiotherapy Approaches","year":2024,"lang":"en","type":"article","venue":"Seminars in Radiation Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Radiation therapy; Sarcoma; Randomized controlled trial; Overall survival; Surgical resection; Surgery; Radiology; 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":[0.0002800153,0.0001150996,0.000275328,0.0003340142,0.00001916389,0.00002090861,0.00003837099,0.0001326097,0.00005266945],"category_scores_gemma":[0.000005622874,0.0000972708,0.0000374359,0.000325534,0.0000977293,0.00005553024,0.00002119155,0.0001605399,0.000007033133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005241809,"about_ca_system_score_gemma":0.00004597325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001235948,"about_ca_topic_score_gemma":0.00001655568,"domain_scores_codex":[0.9990402,0.00009638691,0.0002358736,0.0003111059,0.0001121715,0.0002042016],"domain_scores_gemma":[0.9996526,0.0001403843,0.00002466592,0.0001157915,0.000005298648,0.00006122443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001324536,0.000445656,0.3984858,0.00007735953,0.00004501038,0.003847539,0.0006349267,0.000003639618,0.000002457957,0.003539067,0.0004196778,0.5923664],"study_design_scores_gemma":[0.00583552,0.0009639646,0.724851,0.000405828,0.00006321062,0.0009756861,0.00049454,0.008224718,0.00006856898,0.0002272313,0.2577109,0.00017886],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8301065,0.1600935,0.000003638835,0.00542119,0.0001762429,0.0005403969,0.000002650811,0.00004240269,0.003613503],"genre_scores_gemma":[0.9826032,0.01445199,0.002184513,0.00009500468,0.0001142676,0.0002689559,0.00003236618,0.00001844173,0.0002312589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5921875,"threshold_uncertainty_score":0.3966588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02526319419737033,"score_gpt":0.3318962976598389,"score_spread":0.3066331034624685,"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."}}