{"id":"W4414195497","doi":"10.6004/jnccn.2025.7056","title":"Perioperative Radiotherapy and Survival After Surgical Treatment of Nonmetastatic Retroperitoneal Sarcoma","year":2025,"lang":"en","type":"article","venue":"Journal of the National Comprehensive Cancer Network","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Perioperative; Context (archaeology); Sarcoma; Liposarcoma; Overall survival; Guideline; Soft tissue sarcoma","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":[0.00007502615,0.000144959,0.000512762,0.00007323379,0.00007826721,0.00001492903,0.00006343136,0.00004092634,0.00009446207],"category_scores_gemma":[0.00001743871,0.00007988136,0.0002382974,0.0002266776,0.0001405232,0.0000407689,0.00002254731,0.0001074058,3.137654e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004612787,"about_ca_system_score_gemma":0.0002808339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002062024,"about_ca_topic_score_gemma":0.00001046494,"domain_scores_codex":[0.9988214,0.0001490898,0.0003835399,0.0001181607,0.0004012991,0.0001264664],"domain_scores_gemma":[0.9985251,0.0003713126,0.000211723,0.00008430168,0.0007460082,0.00006149797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008345192,0.001688165,0.9446824,0.0001146893,0.005964539,0.0002939589,0.001028154,0.0060381,0.001170783,0.002302892,0.004685201,0.02368599],"study_design_scores_gemma":[0.008471097,0.0009526886,0.9135159,0.000532245,0.0004822335,0.0002889624,0.0001213908,0.0005110309,0.0006204438,0.0002312839,0.07416887,0.0001039025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9134935,0.08043351,0.00001726469,0.004838994,0.0006023173,0.0002770996,0.00002259724,0.000002587137,0.0003121658],"genre_scores_gemma":[0.9915165,0.005889656,0.0009286696,0.0007378065,0.0006037767,0.00002770621,0.000001553885,0.000009705324,0.0002846136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07802305,"threshold_uncertainty_score":0.3257467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03158072284336984,"score_gpt":0.3419503267951725,"score_spread":0.3103696039518027,"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."}}