{"id":"W2095393896","doi":"10.1016/j.semradonc.2008.04.008","title":"Clinical Experience Using Hypofractionated Radiation Schedules in Breast Cancer","year":2008,"lang":"en","type":"article","venue":"Seminars in Radiation Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Juravinski Cancer Centre; McMaster University","funders":"","keywords":"Medicine; Breast cancer; Brachytherapy; Randomized controlled trial; Radiation therapy; Cohort; Medical physics; Radiology; Oncology; Nuclear medicine; Cancer; Surgery; 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":[0.0001943415,0.0001381233,0.0002319164,0.0001303999,0.00008516503,0.000003799287,0.00009658896,0.0002640228,0.00004246203],"category_scores_gemma":[0.0001087832,0.0001500585,0.00005096167,0.0002554066,0.000177434,0.00002133096,0.00004617621,0.0001408277,0.000005248879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004739761,"about_ca_system_score_gemma":0.0003415713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006077656,"about_ca_topic_score_gemma":0.0002414873,"domain_scores_codex":[0.9986996,0.0001802334,0.0004001129,0.0003835114,0.000101321,0.0002351909],"domain_scores_gemma":[0.9994883,0.00006735706,0.0001758554,0.000159675,0.00005801593,0.00005082224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002341886,0.0002436262,0.9227771,0.000003022087,0.00002638802,0.00002283835,0.0003703974,0.002061629,0.003504879,0.00002035381,0.0002803376,0.07045526],"study_design_scores_gemma":[0.001874733,0.00007680241,0.9852208,0.00002217516,0.000009626828,0.000122033,0.0002884412,0.001151179,0.001849658,0.00002184464,0.009201117,0.0001615125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949239,0.003244639,0.00007963955,0.0008388344,0.0005604986,0.0001650907,0.00002609153,0.00001098935,0.0001503029],"genre_scores_gemma":[0.9838154,0.01417169,0.0009889631,0.0004640688,0.0003317676,0.0001124437,0.00007065079,0.00001495614,0.00003005476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07029375,"threshold_uncertainty_score":0.6119207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03337314511626171,"score_gpt":0.3906259717083001,"score_spread":0.3572528265920384,"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."}}