{"id":"W2010673949","doi":"10.1016/j.clon.2005.06.014","title":"Postmastectomy Radiotherapy Reduces Locoregional Recurrence in Elderly Women with High-risk Breast Cancer","year":2005,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Radiation therapy; Mastectomy; Internal medicine; Multivariate analysis; Oncology; Cancer; Univariate analysis; Population; Gynecology; Proportional hazards model","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":[0.000343867,0.000217401,0.0004647769,0.00004470605,0.00006330544,0.000008520334,0.0002211658,0.0002834726,0.0001373707],"category_scores_gemma":[0.00005400258,0.0001659011,0.00006788605,0.0001364645,0.0004682224,0.000007563263,0.00006741357,0.0002854962,0.00001345888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002695231,"about_ca_system_score_gemma":0.0005048951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002726575,"about_ca_topic_score_gemma":0.001813406,"domain_scores_codex":[0.9981743,0.0002469898,0.0004477789,0.0005979782,0.0001168038,0.0004161678],"domain_scores_gemma":[0.9990927,0.0001556448,0.0002443977,0.0002652096,0.00009839319,0.0001436587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004793102,0.0008799748,0.3206473,0.000005303793,0.0003642977,0.0000200816,0.0001687215,0.0001430002,0.0006663701,0.00002401121,0.00271509,0.6695728],"study_design_scores_gemma":[0.006488428,0.003605169,0.9147845,0.00003365205,0.00003640421,0.00008539463,0.0001188498,0.00001115732,0.0004562597,0.00005116051,0.07404672,0.00028229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896567,0.001777045,0.00004218171,0.007680363,0.0003111705,0.0002139791,0.00007474294,0.00001598681,0.0002277716],"genre_scores_gemma":[0.9903345,0.00478222,0.0018345,0.001126154,0.001441139,0.0002811961,0.0000222089,0.00002469058,0.0001534164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6692904,"threshold_uncertainty_score":0.6765251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127036590422365,"score_gpt":0.3528156665444647,"score_spread":0.331545300640241,"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."}}