{"id":"W4417530842","doi":"10.1016/j.esmorc.2025.100077","title":"MANAGEMENT OF THE DUODENUM DURING RESECTION OF PRIMARY RETROPERITONEAL SARCOMA: SURGICAL AND ONCOLOGICAL OUTCOMES FROM A MULTICENTER STUDY","year":2025,"lang":"en","type":"article","venue":"ESMO rare cancers.","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Duodenum; Multicenter study; Resection; Surgical resection; Segmental resection","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":[0.00007663522,0.000108953,0.0003745972,0.00004461307,0.00006060251,0.000005618213,0.00007585341,0.00005000126,0.00006282789],"category_scores_gemma":[0.00001411691,0.00006407437,0.00009828975,0.0001350708,0.00008741092,0.00002431432,0.0001751023,0.000111836,5.682303e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003771727,"about_ca_system_score_gemma":0.00004081524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008846461,"about_ca_topic_score_gemma":0.00008748012,"domain_scores_codex":[0.9990935,0.00007747065,0.0002600579,0.000230985,0.0002214491,0.0001165534],"domain_scores_gemma":[0.9994805,0.00009418264,0.00007668319,0.0002742285,0.00004057068,0.00003385491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009398152,0.0009277188,0.9937838,0.0001470075,0.0005780742,0.0002424565,0.0002286477,0.000003391803,0.00009912661,0.00003146992,0.0001096192,0.0029089],"study_design_scores_gemma":[0.006997863,0.0002278869,0.9883958,0.0003822158,0.0002946507,0.000002571442,0.0009322793,0.000007053241,0.002393387,0.00001030831,0.0003095148,0.00004654693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952096,0.001372642,8.067033e-7,0.0009065879,0.0001918141,0.0007596692,0.00001374347,0.00001337525,0.001531712],"genre_scores_gemma":[0.9991133,0.0002118517,0.0001189432,0.00006931276,0.00002722921,0.00008841243,0.000004791319,0.00000624769,0.0003598878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006058048,"threshold_uncertainty_score":0.2612877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02062131295544494,"score_gpt":0.296546458373951,"score_spread":0.275925145418506,"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."}}