{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001331347,0.0002854872,0.0002765771,0.0005192618,0.0003445653,0.0006510091,0.0003578364,0.0003332337,0.0009155174],"category_scores_gemma":[0.002524542,0.0002083014,0.0004988727,0.0007471396,0.000281153,0.0004862883,0.0007045436,0.0003414321,0.0002081945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003555728,"about_ca_system_score_gemma":0.0003426688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001484868,"about_ca_topic_score_gemma":0.002010182,"domain_scores_codex":[0.999294,0.0002789887,0.00009373631,0.0001502242,0.0001052598,0.00007762117],"domain_scores_gemma":[0.9973382,0.0003114101,0.00159316,0.0001987952,0.0002080483,0.0003502933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002127233,0.00004972295,0.9985299,0.000008799065,0.00006007956,0.0000979633,0.00007796845,0.0000206234,0.0001395418,0.000004369487,0.00003764523,0.0007607103],"study_design_scores_gemma":[0.00003704023,0.0003756516,0.9979304,0.000009858313,0.00006222523,0.0008621879,0.0003378655,0.0001105943,0.0000895722,0.000007840149,0.0001724496,0.00000429908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996793,0.0001034401,0.00002932849,0.0000131047,0.000001623241,0.000005913238,0.00008709956,8.705339e-7,0.00007929008],"genre_scores_gemma":[0.9996421,0.00005753077,0.00004379341,0.00001440961,0.000008012606,0.000005718678,0.0002034258,8.940007e-7,0.00002409256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001484868,"threshold_uncertainty_score":0.007040918,"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."}}