{"id":"W4417530860","doi":"10.1016/j.esmorc.2025.100076","title":"GENOME-WIDE SEQUENCING ANALYSES REVEAL THE BIOLOGICAL DETERMINANTS OF RESECTION MARGIN STATUS IN PRIMARY RETROPERITONEAL DEDIFFERENTIATED LIPOSARCOMA","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":"Mount Sinai Hospital; Princess Margaret Cancer Centre; Hospital for Sick Children; Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"","keywords":"Liposarcoma; Resection margin; Resection; Margin (machine learning); Surgical margin; Radiation therapy","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":[0.0001672934,0.0001726435,0.0004784112,0.0002050377,0.00008384571,0.00001354891,0.0001118603,0.0001166014,0.00007347549],"category_scores_gemma":[0.000158363,0.0001065034,0.0001236328,0.0005615497,0.000129219,0.00004565174,0.00007598763,0.0002243148,0.000002436941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622576,"about_ca_system_score_gemma":0.0004746189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002879597,"about_ca_topic_score_gemma":0.0009773425,"domain_scores_codex":[0.9985831,0.0001597655,0.0004184879,0.0003185874,0.0001875211,0.0003325839],"domain_scores_gemma":[0.9991977,0.0002032101,0.0001210019,0.0003263389,0.00008567882,0.00006604972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005291565,0.0001056086,0.9840344,0.00009470733,0.0001321748,0.0001860446,0.0001638632,0.00001805479,0.008656792,0.000004458761,0.0002117801,0.005863003],"study_design_scores_gemma":[0.001403356,0.0002430204,0.971127,0.0003621972,0.000113493,0.00001310843,0.0003037725,0.00005591842,0.02596951,0.00003936673,0.0002816413,0.00008765436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992957,0.005145058,0.000008132997,0.0003536234,0.0001821175,0.0004442128,0.00002491792,0.00002780406,0.0008571084],"genre_scores_gemma":[0.9979092,0.001157983,0.0001668201,0.0003932802,0.00005644513,0.0000979747,0.00007293028,0.00001134227,0.0001340641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01731272,"threshold_uncertainty_score":0.4353108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05800347749770376,"score_gpt":0.3336131826764603,"score_spread":0.2756097051787566,"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."}}