{"id":"W4402496964","doi":"10.1016/j.esmoop.2024.103689","title":"Low-grade fibromyxoid sarcoma and sclerosing epithelioid fibrosarcoma, outcome of advanced disease: retrospective study from the Ultra-Rare Sarcoma Working Group","year":2024,"lang":"en","type":"article","venue":"ESMO Open","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; Mount Sinai Hospital","funders":"National Cancer Institute; Ministero della Salute","keywords":"Fibrosarcoma; Sarcoma; Medicine; Retrospective cohort study; Epithelioid sarcoma; Rare disease; Pathology; Disease","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000388554,0.0004324498,0.00081723,0.000115703,0.000313522,0.0003731878,0.0005112259,0.00007880373,0.0001946427],"category_scores_gemma":[0.0001453614,0.0002856657,0.000230338,0.0005188485,0.0002359785,0.0003374556,0.000422222,0.0003900146,0.00002830387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069353,"about_ca_system_score_gemma":0.00006964648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001566383,"about_ca_topic_score_gemma":0.0003379371,"domain_scores_codex":[0.9972678,0.0002167099,0.0006269949,0.000895092,0.0005634925,0.0004298459],"domain_scores_gemma":[0.9978548,0.000725664,0.0001562831,0.0009408743,0.00005631644,0.0002660193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004447037,0.001351048,0.9719778,0.00009647388,0.0005168744,0.0005183547,0.001692966,0.000002440362,0.001255023,0.0005886768,0.0003693966,0.0211862],"study_design_scores_gemma":[0.003352661,0.0006103716,0.9872105,0.002274406,0.000519894,0.00002270573,0.001746168,0.00004444311,0.001789346,0.0009746831,0.001162683,0.0002921392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831828,0.01003077,0.00002399047,0.002642077,0.0003067504,0.002935448,0.0002298562,0.0001155979,0.0005326671],"genre_scores_gemma":[0.9977509,0.0002643167,0.0008933718,0.0003000503,0.0001962169,0.0002635651,0.0001230872,0.00008783919,0.0001207008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02089407,"threshold_uncertainty_score":0.9999595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03564595130499724,"score_gpt":0.3120797443444847,"score_spread":0.2764337930394874,"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."}}