{"id":"W2525385745","doi":"10.20892/j.issn.2095-3941.2016.0028","title":"The role of radiotherapy in the management of localized soft tissue sarcomas","year":2016,"lang":"en","type":"article","venue":"Cancer Biology and Medicine","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Radiation therapy; Medicine; Soft tissue; Soft tissue sarcoma; Radiology; Intraoperative radiotherapy; Sarcoma; Medical physics; Pathology; Cancer; Internal medicine","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":[0.0002503885,0.00007123397,0.000238253,0.00003009801,0.0000272047,4.271108e-7,0.00007011715,0.00004064458,0.00008017423],"category_scores_gemma":[0.00001157697,0.00002334239,0.00002036564,0.00007537704,0.0004724506,0.000006034217,0.00001174933,0.00003450808,4.760279e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000198443,"about_ca_system_score_gemma":0.00001559129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001785641,"about_ca_topic_score_gemma":0.00003786531,"domain_scores_codex":[0.9994777,0.00005340606,0.0001837848,0.0001070316,0.00006372885,0.0001143721],"domain_scores_gemma":[0.9994479,0.0002568417,0.00006392132,0.0001834296,0.00002189669,0.00002595149],"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":[0.0002950206,0.00008321209,0.2012424,0.00003252809,0.0002037363,0.00001077143,0.0003399693,5.805946e-8,0.008436107,0.0112639,0.0003220359,0.7777702],"study_design_scores_gemma":[0.01189999,0.001422418,0.413795,0.001023193,0.0003070533,0.00003654741,0.001384745,0.000007995916,0.01636008,0.00623769,0.5474426,0.00008272393],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5905339,0.3691664,0.0001730198,0.03751692,0.0001649414,0.0006687457,0.000009072061,0.000007324718,0.001759767],"genre_scores_gemma":[0.9443006,0.0548628,0.00005857693,0.000507599,0.00007165055,0.0000845204,0.000002082496,0.000003884124,0.0001082951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7776875,"threshold_uncertainty_score":0.1740764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490127353363345,"score_gpt":0.3386856644266487,"score_spread":0.3237843908930152,"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."}}