{"id":"W2159150848","doi":"10.5858/arpa.2014-0384-ed","title":"The Society of Surgical Oncology–American Society for Radiation Oncology Consensus Guideline on Margins for Breast-Conserving Surgery With Whole-Breast Irradiation in Stages I and II Invasive Breast Cancer: Perspectives for Pathologists","year":2014,"lang":"en","type":"editorial","venue":"Archives of Pathology & Laboratory Medicine","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Radiation oncology; Surgical oncology; Guideline; Clinical Oncology; Breast-conserving surgery; Consensus conference; Oncology; Radiation therapy; Internal medicine; General surgery; Cancer; Mastectomy; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001486178,0.0005164614,0.001514021,0.0001262371,0.0003324004,0.00000566325,0.0002425161,0.0005655773,0.000001401182],"category_scores_gemma":[0.000661079,0.0003684256,0.0003983762,0.0001704753,0.00392078,0.000007350747,0.0001269363,0.0003198973,4.352988e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002254926,"about_ca_system_score_gemma":0.002273721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002047363,"about_ca_topic_score_gemma":0.001344134,"domain_scores_codex":[0.9969948,0.000446867,0.0008944391,0.0009177843,0.0002237271,0.0005223711],"domain_scores_gemma":[0.9877332,0.009203405,0.001560853,0.0004159174,0.0009846179,0.000102015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0205985,0.0007645983,0.01143882,0.001132181,0.002467132,0.00002583314,0.006542399,0.000090945,0.02314082,0.000157444,0.8530113,0.08063003],"study_design_scores_gemma":[0.02580588,0.01409221,0.07665884,0.001125863,0.001801104,0.0003809516,0.01993533,0.0001883103,0.0008791146,0.0003005081,0.8576644,0.001167497],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5259503,0.03931559,0.002373332,0.1820524,0.08070663,0.01069134,0.158677,0.0001124171,0.0001210176],"genre_scores_gemma":[0.4950143,0.1282998,0.02436835,0.002445382,0.3225106,0.008942099,0.01760602,0.000573813,0.0002396699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2418039,"threshold_uncertainty_score":0.9998768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009782905004098294,"score_gpt":0.3087551476223742,"score_spread":0.2989722426182759,"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."}}