{"id":"W2074609728","doi":"10.1053/j.seminoncol.2007.03.008","title":"Local Management of Adult Soft Tissue Sarcomas","year":2007,"lang":"en","type":"review","venue":"Seminars in Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; Mount Sinai Hospital","funders":"","keywords":"Medicine; Radiation therapy; Sarcoma; Soft tissue; Adjuvant radiotherapy; Trunk; Surgery; Soft tissue sarcoma; Adjuvant; Adjuvant therapy; Radiology; Oncology; Chemotherapy; 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"],"consensus_categories":[],"category_scores_codex":[0.0003160211,0.000403162,0.002640091,0.0004490477,0.00001931835,0.000002538888,0.0002037396,0.0006592241,0.0002097687],"category_scores_gemma":[0.00002977905,0.0003194643,0.0003442422,0.0004492783,0.0002080531,0.00001405782,0.0001617468,0.0004200713,0.0001657386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001121558,"about_ca_system_score_gemma":0.0002390687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005659179,"about_ca_topic_score_gemma":0.00005172102,"domain_scores_codex":[0.997695,0.0001200243,0.0009824859,0.0004884449,0.0002710858,0.000442907],"domain_scores_gemma":[0.9983979,0.000530509,0.0003432108,0.0005328513,0.00006470477,0.0001308559],"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":[0.00004386785,0.001648099,0.0002311856,0.01396461,0.0004038841,0.008446965,0.00005026728,2.643231e-7,7.460762e-8,0.0008315186,0.002716483,0.9716628],"study_design_scores_gemma":[0.001179028,0.0009705704,0.0001015419,0.03348721,0.001786941,0.0007329264,0.0001499841,0.000001211899,0.00001425792,0.00005379873,0.9613247,0.0001978413],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002893626,0.9769137,0.00007436373,0.0001110243,0.0003305809,0.001430807,0.00001549324,0.00002431247,0.0210708],"genre_scores_gemma":[0.00009658184,0.9943065,0.003839336,0.0001619239,0.00008111807,0.0002993644,0.000137691,0.00005591363,0.00102158],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9714649,"threshold_uncertainty_score":0.9999257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04790951265337286,"score_gpt":0.4122803651611181,"score_spread":0.3643708525077453,"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."}}