{"id":"W4282913189","doi":"10.1016/j.soc.2022.03.011","title":"Leiomyosarcoma","year":2022,"lang":"en","type":"review","venue":"Surgical Oncology Clinics of North America","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sinai Health System; Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Leiomyosarcoma; Soft tissue sarcoma; Radiology; Percutaneous; Pelvis; Sarcoma; Systemic therapy; Biopsy; Overall survival; Soft tissue; Surgery; Cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003239053,0.0005124775,0.005692048,0.0002902691,0.00009008332,0.00000439917,0.000354519,0.0003754139,0.003464569],"category_scores_gemma":[0.0002061746,0.0003790523,0.002332645,0.0008074513,0.0004502575,0.00002124632,0.0003459282,0.001150557,0.0002824323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003985281,"about_ca_system_score_gemma":0.001744397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003098684,"about_ca_topic_score_gemma":0.000008647718,"domain_scores_codex":[0.9960142,0.0005712924,0.001783876,0.000699319,0.0004693363,0.0004619365],"domain_scores_gemma":[0.9922469,0.005192963,0.001307996,0.0008170917,0.00007425137,0.0003608039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001049981,0.00317461,0.002789384,0.001919276,0.0009140631,0.005173184,0.00001026675,3.909513e-7,2.770031e-10,0.00002559943,0.001389157,0.9844991],"study_design_scores_gemma":[0.001278219,0.002990198,0.0002677514,0.0006543594,0.003576444,0.0008349242,0.000009403672,0.000001247697,9.394072e-9,0.000008368731,0.9901076,0.0002714743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008893017,0.983882,9.026858e-7,0.0002315969,0.000514998,0.001020288,0.0002046703,0.00005953648,0.01399711],"genre_scores_gemma":[0.00002622401,0.9966046,0.0006344452,0.0003270484,0.0002523622,0.0004929252,0.001277537,0.00007518082,0.000309647],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9887185,"threshold_uncertainty_score":0.9998661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015395711771102,"score_gpt":0.4285235308737218,"score_spread":0.3269839596966116,"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."}}