{"id":"W2093612531","doi":"10.1002/cncr.25617","title":"Surgical treatment of breast cancer among the elderly in the United States","year":2010,"lang":"en","type":"article","venue":"Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Breast cancer; Odds ratio; Confidence interval; Socioeconomic status; Logistic regression; Multivariate analysis; Population; Demography; Mastectomy; Cancer; Gerontology; Internal medicine; Environmental health","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":[0.00006058585,0.0001365255,0.0001288749,0.00002382838,0.00006890816,0.00001076262,0.0001649089,0.00006534047,0.00008871625],"category_scores_gemma":[0.00000363647,0.0000665886,0.00006767601,0.0001572731,0.000253669,0.000002280549,0.00002615056,0.00007121784,0.000001084137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003320703,"about_ca_system_score_gemma":0.00006859521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01062259,"about_ca_topic_score_gemma":0.01557159,"domain_scores_codex":[0.9993563,0.00004995587,0.000125976,0.000185952,0.00009685241,0.0001849161],"domain_scores_gemma":[0.9995177,0.00003721621,0.00006055442,0.0002945663,0.00006436928,0.00002560233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000485837,0.0004840328,0.9303097,0.00002064159,0.0005082469,0.00002112233,0.003668648,0.0005734694,0.009755247,0.0001701464,0.003106936,0.05089602],"study_design_scores_gemma":[0.00182252,0.0002184092,0.8507254,0.00002190642,0.0000926202,0.00002749211,0.0007207406,0.00003616479,0.01235245,0.00003698747,0.1337746,0.0001707006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940907,0.001927153,0.000001379485,0.003168378,0.0001755368,0.0001895957,0.0002055301,0.000004397401,0.0002372765],"genre_scores_gemma":[0.9954756,0.003470661,0.00000527316,0.000140742,0.0002968893,0.0003875769,0.00006342887,0.0000116984,0.000148167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1306677,"threshold_uncertainty_score":0.9959658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009913169276870767,"score_gpt":0.2786432902503757,"score_spread":0.268730120973505,"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."}}