{"id":"W2776061370","doi":"10.1002/jso.24934","title":"The role and outcomes of palliative surgery for retroperitoneal sarcoma","year":2017,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Debulking; Surgery; Palliative surgery; Sarcoma; Resection; Palliative care; Quality of life (healthcare); Surgical oncology; General surgery; Cancer; Nursing; Internal medicine; Ovarian cancer","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":[0.001094721,0.0002437616,0.004219592,0.0001306599,0.0001299673,0.00002012483,0.000166285,0.0003273005,0.00001731976],"category_scores_gemma":[0.0004612838,0.0001066934,0.001524362,0.00004656102,0.0002784591,0.00003366934,0.00006227749,0.0003915349,0.00000199023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002091116,"about_ca_system_score_gemma":0.0007773648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008240651,"about_ca_topic_score_gemma":0.000005519211,"domain_scores_codex":[0.9978592,0.000231664,0.001280878,0.0001503874,0.0002465056,0.0002313217],"domain_scores_gemma":[0.9877974,0.009260529,0.002248626,0.0002438317,0.0002736778,0.0001759588],"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":[0.0002796494,0.0004512352,0.01414712,0.0008463383,0.001434598,0.0009315432,0.00001501316,8.907135e-9,4.742918e-8,0.0001855755,0.0007978229,0.980911],"study_design_scores_gemma":[0.001308316,0.001123092,0.005400406,0.002573418,0.00216921,0.001284057,0.00002622848,5.513123e-7,0.000001148522,0.0001036463,0.9859247,0.00008519804],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005830816,0.9958152,7.962337e-7,0.001889189,0.0004530837,0.0004641955,0.00002629278,0.00000232558,0.0007658447],"genre_scores_gemma":[0.00093652,0.9982085,0.000199701,0.00002579686,0.0004007644,0.00004418873,0.000006841938,0.00002324238,0.0001544022],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9851269,"threshold_uncertainty_score":0.435083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1323324750178068,"score_gpt":0.4376130269934407,"score_spread":0.305280551975634,"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."}}