{"id":"W1831818507","doi":"10.2147/bctt.s81710","title":"Hypofractionated whole breast radiotherapy: current perspectives","year":2015,"lang":"en","type":"review","venue":"Breast Cancer Targets and Therapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Surgical oncology; Current (fluid); Breast cancer; Radiation therapy; Medical physics; Oncology; General surgery; Internal medicine; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001407419,0.0008055788,0.001254176,0.0001210836,0.0002000537,0.0000710609,0.0002543087,0.0003015037,0.0001437837],"category_scores_gemma":[0.000003496323,0.0005980122,0.0003877486,0.0001831165,0.0002270164,0.00001825753,0.00009979215,0.0002750705,0.00001286876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002490792,"about_ca_system_score_gemma":0.0006110933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002332391,"about_ca_topic_score_gemma":0.00002053076,"domain_scores_codex":[0.9977497,0.0001581587,0.0003684568,0.0009978421,0.0002634162,0.0004623632],"domain_scores_gemma":[0.9987005,0.00001713669,0.0003250381,0.0004583677,0.0002818195,0.0002171308],"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":[0.0002060555,0.0002660729,0.00009590496,0.0004270728,0.001433273,0.000003184208,0.0001289614,8.556187e-7,0.00001632433,0.00002500989,0.006228399,0.9911689],"study_design_scores_gemma":[0.001423424,0.00008152645,0.0009146638,0.0008318406,0.0002401615,0.0005367647,0.00007456295,0.000001036009,0.000002968658,0.000025461,0.9952127,0.0006549162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000495478,0.9950148,0.00001935059,0.0005096572,0.0006456271,0.0006382595,0.002975006,0.00004710993,0.0001006301],"genre_scores_gemma":[0.0001467886,0.9959496,0.00005008919,0.000100616,0.002180624,0.0005604327,0.0005996812,0.000142449,0.0002696918],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.990514,"threshold_uncertainty_score":0.9996471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02979960688431871,"score_gpt":0.3410827442804107,"score_spread":0.311283137396092,"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."}}