{"id":"W4390234043","doi":"10.1016/j.prro.2023.12.003","title":"Locoregional Ablative Radiation Therapy for Patients With Breast Cancer Unsuitable for Surgical Resection","year":2023,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Princess Margaret Cancer Centre; Hamilton Health Sciences; University of Toronto; University Health Network; Health Sciences Centre; Juravinski Cancer Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Radiation therapy; Breast cancer; Lymph; Cumulative incidence; Breast-conserving surgery; Lymph node; Surgery; Cancer; Mastectomy; Radiology; Internal medicine; Pathology","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":[0.0004410115,0.000192321,0.0002770387,0.0003034513,0.0004396313,0.0002696675,0.0001408223,0.0002523019,0.001958521],"category_scores_gemma":[0.00106413,0.00008147953,0.0002620159,0.0004758001,0.0002483601,0.0002564687,0.0002047137,0.0002677372,0.0001951279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002485069,"about_ca_system_score_gemma":0.000428783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008966069,"about_ca_topic_score_gemma":0.001963628,"domain_scores_codex":[0.999864,0.00007427792,0.00001038307,0.00001121947,0.00001308707,0.00002699513],"domain_scores_gemma":[0.9997695,0.0001185022,0.00004591058,0.00001197137,0.00001074621,0.00004337293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01376669,0.001028206,0.9343157,0.0003422607,0.00009216902,0.001854604,0.0006843651,0.000449034,0.006786379,0.0003579293,0.0008330109,0.03948974],"study_design_scores_gemma":[0.0004889501,0.02005448,0.9660134,0.0000742024,0.0002187404,0.003227072,0.001246964,0.0002627008,0.002621524,0.0004829219,0.005294201,0.00001496592],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947959,0.002615699,0.00007397461,0.0002711795,0.00001690849,0.00003922143,0.00009431947,0.00000151356,0.002091323],"genre_scores_gemma":[0.9973075,0.00171726,0.000139554,0.0001451449,0.00004796866,0.00003656997,0.0001558276,0.000001251492,0.0004489709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001958521,"threshold_uncertainty_score":0.006551921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02439101261876807,"score_gpt":0.3708109714726614,"score_spread":0.3464199588538933,"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."}}