{"id":"W3117204822","doi":"10.7759/cureus.20003","title":"Implications of Oncoplastic Breast Surgery on Radiation Boost Delivery in Localized Breast Cancer","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Regional Health Centre","funders":"","keywords":"Medicine; Breast-conserving surgery; Breast cancer; Mastectomy; Radiation therapy; Lymphovascular invasion; Retrospective cohort study; Breast surgery; Cohort; Surgery; Oncology; Cancer; Internal medicine; Metastasis","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":[0.001484432,0.0001057038,0.000210743,0.0004002939,0.0002235913,0.0004642544,0.0002202942,0.0002004839,0.001995491],"category_scores_gemma":[0.007412811,0.00007934358,0.0004571895,0.0005083302,0.0004162067,0.0002783264,0.0002998713,0.000369269,0.0001332438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00035845,"about_ca_system_score_gemma":0.0004005042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006525379,"about_ca_topic_score_gemma":0.001502472,"domain_scores_codex":[0.9990768,0.0003344709,0.0001225414,0.0001249986,0.0001971038,0.0001440582],"domain_scores_gemma":[0.990176,0.005202199,0.003685346,0.0001680003,0.0003499888,0.000418375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005584229,0.00005235958,0.9853931,0.00005305378,0.00005482692,0.0003403334,0.00005628071,0.0002775083,0.0005328731,0.00007442485,0.00008606068,0.01252068],"study_design_scores_gemma":[0.000005550634,0.0002779761,0.9975944,0.00001821698,0.00005350079,0.001049079,0.0001459709,0.0001822577,0.0002433046,0.0001000781,0.0003254538,0.0000042858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964724,0.001654039,0.000276501,0.0001414654,0.00001816383,0.000008044455,0.0001176522,0.000002318633,0.001309516],"genre_scores_gemma":[0.9995826,0.0002093669,0.00005656173,0.0000225357,0.00002141445,0.000002589734,0.00003669212,0.000001652988,0.00006643798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001995491,"threshold_uncertainty_score":0.007850528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127092264151293,"score_gpt":0.2681627375490333,"score_spread":0.255453511133904,"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."}}