{"id":"W2327556968","doi":"10.1097/01.cot.0000431568.45724.8f","title":"Data Point to Less Radiation for Older Breast Cancer Patients","year":2013,"lang":"en","type":"article","venue":"Oncology Times","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Mastectomy; Radiation therapy; Stage (stratigraphy); Surgery; Breast-conserving surgery; Cancer; Breast surgery; General surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005016261,0.0001174025,0.0001422473,0.00002408874,0.00007587954,0.00001128352,0.0002059903,0.00009904749,0.0001663328],"category_scores_gemma":[0.00002867099,0.0001012053,0.00003008041,0.00003852782,0.00003741504,0.000008933715,0.000221262,0.0000262477,0.00005853199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006988678,"about_ca_system_score_gemma":0.00008680284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002827443,"about_ca_topic_score_gemma":0.000207991,"domain_scores_codex":[0.999231,0.00002502076,0.000122143,0.0003628525,0.00005271715,0.0002062105],"domain_scores_gemma":[0.9993873,0.00002123471,0.00005991486,0.000330985,0.0001366298,0.00006390875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000135148,0.0003190729,0.06193529,0.00001313741,0.0002378241,2.985317e-7,0.0001224196,0.00001379935,0.002916571,0.00002301529,0.6959974,0.238286],"study_design_scores_gemma":[0.002649358,0.0003572935,0.7489812,0.00001425501,0.0000949542,0.000005875271,0.0001433593,0.00004693408,0.004677047,0.00006352551,0.2426959,0.0002703068],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600875,0.001230289,0.0009458867,0.02626372,0.001120289,0.002198171,0.003914873,0.00004359808,0.004195624],"genre_scores_gemma":[0.9912679,0.0001231693,0.00128677,0.002307481,0.0005027539,0.0009426012,0.001665861,0.0000273265,0.001876186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6870459,"threshold_uncertainty_score":0.4127033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611930589307863,"score_gpt":0.3053734826187636,"score_spread":0.2892541767256849,"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."}}