{"id":"W4403830790","doi":"10.1097/pas.0000000000002330","title":"International Multicenter Retrospective Study From the Ultra-rare Sarcoma Working Group on Low-grade Fibromyxoid Sarcoma, Sclerosing Epithelioid Fibrosarcoma, and Hybrid Forms","year":2024,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Institute of Cancer Research; Princess Margaret Cancer Centre; Mount Sinai Hospital","funders":"National Cancer Institute","keywords":"Medicine; Sarcoma; Fibrosarcoma; Surgery; Internal medicine; Pathology","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":[0.0009967857,0.0004290708,0.0005255418,0.0009522988,0.0004317311,0.0005399014,0.0003484796,0.0004586853,0.001887116],"category_scores_gemma":[0.002168312,0.000344531,0.0003836603,0.001551552,0.0003036072,0.0005837457,0.0005590364,0.0003976655,0.0004005377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002625971,"about_ca_system_score_gemma":0.0003574556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002063224,"about_ca_topic_score_gemma":0.002192879,"domain_scores_codex":[0.9992598,0.0002037502,0.0001013717,0.0002067181,0.0001025578,0.0001257774],"domain_scores_gemma":[0.9981099,0.000314804,0.0008613763,0.0001951777,0.0002000138,0.0003187749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001043204,0.00001440553,0.9992093,0.000007284581,0.0000225132,0.00008934663,0.0000449744,0.00001256544,0.00006608345,0.00001235638,0.00006538996,0.0003513744],"study_design_scores_gemma":[0.00002688767,0.0001324668,0.9981945,0.000008326345,0.00003930963,0.000855921,0.0002353414,0.0000530235,0.00003447227,0.00002701193,0.0003885479,0.000004183923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984881,0.0002738933,0.00006449895,0.00001541415,0.000004090287,0.00002599227,0.0005861917,0.000001787911,0.0005400519],"genre_scores_gemma":[0.9981605,0.0001455629,0.00005995742,0.00004095168,0.00002082094,0.0000515453,0.001361055,0.000002565976,0.0001570449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002063224,"threshold_uncertainty_score":0.006313026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838435742633951,"score_gpt":0.279482149077269,"score_spread":0.2610977916509295,"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."}}