{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001734158,0.0004366879,0.0006700679,0.001785807,0.0003809547,0.0007882513,0.0003558621,0.0008435083,0.026739],"category_scores_gemma":[0.01163214,0.0002001871,0.001831865,0.002940274,0.0002754111,0.0006189779,0.0004508161,0.002085199,0.003483484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005939425,"about_ca_system_score_gemma":0.0006876883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004921567,"about_ca_topic_score_gemma":0.01122812,"domain_scores_codex":[0.9982339,0.0005822138,0.0002755744,0.0001952088,0.000541086,0.0001719767],"domain_scores_gemma":[0.9873849,0.004673127,0.00378706,0.0006512968,0.002495564,0.001008002],"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":[0.009953613,0.0004579122,0.1767648,0.004858383,0.003491479,0.0001019893,0.0002522547,0.0004317354,0.0006670331,0.002584595,0.593513,0.2069233],"study_design_scores_gemma":[0.003747329,0.001815846,0.6113475,0.001925395,0.001880208,0.000433972,0.0006577617,0.0001325746,0.0004453929,0.001011678,0.3765193,0.00008310875],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1977006,0.1352077,0.00308041,0.1011883,0.0210812,0.0009112355,0.2728452,0.0009046195,0.2670807],"genre_scores_gemma":[0.6720135,0.03941829,0.003727071,0.1115073,0.00864952,0.001405924,0.09882569,0.0002205852,0.06423209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.026739,"threshold_uncertainty_score":0.0894509,"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."}}