{"id":"W2131140459","doi":"10.1016/j.meddos.2015.05.001","title":"Dosimetric evaluation of whole-breast radiation therapy: Clinical experience","year":2015,"lang":"en","type":"article","venue":"Medical dosimetry","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Grand River Hospital; Regional Municipality of Waterloo; University of Waterloo","funders":"","keywords":"Medicine; Breast cancer; Radiation therapy; Radiation treatment planning; Clinical trial; Stage (stratigraphy); Nuclear medicine; Medical physics; Radiology; 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":[0.001693782,0.0001312867,0.0002131837,0.00007371721,0.00003385431,0.000007266912,0.000203844,0.000210362,0.0001134402],"category_scores_gemma":[0.0016047,0.0001049421,0.00009580075,0.0003421864,0.0002219377,0.000006247685,0.00009412008,0.00009536576,0.00002181485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004412897,"about_ca_system_score_gemma":0.0003921868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005408843,"about_ca_topic_score_gemma":0.000004627186,"domain_scores_codex":[0.9977196,0.0003067451,0.0003699018,0.0003207829,0.001109845,0.0001731044],"domain_scores_gemma":[0.9989972,0.00005875287,0.0001364562,0.000314372,0.0002627836,0.0002305132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002411007,0.0004390783,0.4166724,0.000005036288,0.0001586098,0.000001668092,0.0001679591,0.000006934932,0.001491555,0.00001354694,0.005645489,0.5751566],"study_design_scores_gemma":[0.008860405,0.0005330232,0.938288,0.00003139703,0.0001190075,0.0000384103,0.0002688787,0.0005722235,0.03597115,0.00008434594,0.01494785,0.0002853191],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910508,0.006806209,0.0003229587,0.0004456151,0.0005226996,0.0001831419,0.00001854766,0.00001346768,0.0006365429],"genre_scores_gemma":[0.9984913,0.0003587808,0.00007921914,0.0003551079,0.0005398282,0.00004344223,0.00009221382,0.00001319994,0.0000268719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5748713,"threshold_uncertainty_score":0.4279416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07639544965345475,"score_gpt":0.3984018228209309,"score_spread":0.3220063731674762,"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."}}