{"id":"W2610804563","doi":"10.1016/j.adro.2017.04.008","title":"Use of regional nodal irradiation and its association with survival for women with high-risk, early stage breast cancer: A National Cancer Database analysis","year":2017,"lang":"en","type":"article","venue":"Advances in Radiation Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; University of Texas MD Anderson Cancer Center; National Institutes of Health","keywords":"Medicine; Stage (stratigraphy); Cancer; Breast cancer; Oncology; NODAL; Internal medicine; Cancer stage; Database","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002315108,0.0001643813,0.0004899435,0.000703373,0.0002889881,0.0005770634,0.0007162461,0.000344474,0.001394958],"category_scores_gemma":[0.006178415,0.0001955894,0.0007662157,0.001760408,0.0001937596,0.0003583835,0.0004380901,0.0003984324,0.0001147538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093889,"about_ca_system_score_gemma":0.001411134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02562209,"about_ca_topic_score_gemma":0.0600446,"domain_scores_codex":[0.9980958,0.0007654063,0.0003149968,0.000325021,0.0003737888,0.000124959],"domain_scores_gemma":[0.9948193,0.00134614,0.002451064,0.0006160806,0.0004629854,0.0003044422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001538448,0.00007354601,0.9939823,0.00009063127,0.0008001023,0.00002749176,0.00002722672,0.0001895326,0.000154146,0.00003728908,0.0005383318,0.002540949],"study_design_scores_gemma":[0.000238262,0.0002223896,0.996407,0.0000389419,0.0008608052,0.0001552008,0.00009982272,0.0009332068,0.000116717,0.00002969686,0.0008893391,0.000008580177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994357,0.001178903,0.0001382584,0.0001148506,0.000007154591,0.00006364703,0.003657578,0.000004476268,0.0004781592],"genre_scores_gemma":[0.9957552,0.0003405094,0.0002038902,0.00007463701,0.00001010918,0.00007722004,0.003394573,0.000003525335,0.0001403307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02562209,"threshold_uncertainty_score":0.05094594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01852503099876135,"score_gpt":0.3280335873091332,"score_spread":0.3095085563103718,"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."}}