{"id":"W2116590663","doi":"10.1186/1748-717x-9-161","title":"IMRT sparing of normal tissues in locoregional treatment of breast cancer","year":2014,"lang":"en","type":"article","venue":"Radiation Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Tomotherapy; Radiation therapy; Breast cancer; Erythema; Stage (stratigraphy); Radiology; Thorax (insect anatomy); Surgery; Cancer; Nuclear medicine; 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":[0.00004802395,0.00008343408,0.0002042819,0.00005143696,0.00001519027,9.38562e-7,0.00004615787,0.00008039082,0.00003083807],"category_scores_gemma":[0.000008816992,0.00007578315,0.0000426652,0.00005688386,0.00006953743,0.000002635682,0.00001921766,0.00001563043,0.000001664994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207835,"about_ca_system_score_gemma":0.00009522286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000852999,"about_ca_topic_score_gemma":0.001027784,"domain_scores_codex":[0.9994557,0.00004765617,0.0001834334,0.0001462779,0.00005376557,0.0001131114],"domain_scores_gemma":[0.9996665,0.00002489925,0.0001313979,0.0001067076,0.00004715858,0.00002339793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004009274,0.0004792594,0.8116242,0.00002015728,0.0001500076,0.000001338083,0.0003840719,0.001128122,0.02054176,0.0003784377,0.000319478,0.1645722],"study_design_scores_gemma":[0.002337435,0.0006046417,0.9301327,0.000009808958,0.00003101533,0.000014523,0.00004179217,0.0001237697,0.04345944,0.00003239509,0.02313006,0.00008242482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967749,0.001084845,0.0001145893,0.0006884016,0.0001337613,0.0001127622,0.00004618114,0.000003475717,0.001041107],"genre_scores_gemma":[0.9984773,0.0009132012,0.0001890323,0.00004591929,0.0002024424,0.00005622084,0.00005439233,0.000006908031,0.00005460615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1644898,"threshold_uncertainty_score":0.3090347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104650757775445,"score_gpt":0.3021693815907553,"score_spread":0.2911228740130009,"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."}}