{"id":"W1967052582","doi":"10.1016/j.ijrobp.2014.06.041","title":"Should Women Younger Than 40 Years of Age With Invasive Breast Cancer Have a Mastectomy?: 15-Year Outcomes in a Population-Based Cohort","year":2014,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Baker Hughes (Canada); University of Calgary; BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Mastectomy; Internal medicine; Population; Oncology; Breast-conserving surgery; Cohort; Modified Radical Mastectomy; Survival analysis; Cancer; Stage (stratigraphy); Cohort study; Subgroup analysis; Gynecology; Confidence interval","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":[0.0002813181,0.0001902744,0.0004556447,0.0001396874,0.00002905261,0.00001289421,0.0002856956,0.0001766575,0.00002917335],"category_scores_gemma":[0.0001316717,0.0001615009,0.0001279139,0.0000964599,0.0001428766,0.00002813175,0.00005399204,0.0001781012,0.00000229472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004927792,"about_ca_system_score_gemma":0.0003567283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003962889,"about_ca_topic_score_gemma":0.0005253745,"domain_scores_codex":[0.9986734,0.0001662481,0.0004732846,0.0002417305,0.0002336847,0.0002116015],"domain_scores_gemma":[0.9984489,0.0001618682,0.0007528749,0.0001552181,0.0004138019,0.00006735534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008246168,0.0002457778,0.984458,0.00000625291,0.0007721556,0.000009990062,0.0002414652,0.001772351,0.002215578,0.0002165108,0.00005831663,0.009178943],"study_design_scores_gemma":[0.004483703,0.0004915178,0.9919716,0.00004430949,0.00006217556,0.00002191431,0.00009181843,0.00008136512,0.001374659,0.0005256056,0.0006928588,0.0001584486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997282,0.0001037565,0.0007357704,0.001011862,0.000414341,0.0001691857,0.0001857101,0.000007158358,0.00009024586],"genre_scores_gemma":[0.9979585,0.0001465692,0.0005518075,0.0005580948,0.0005506517,0.00005323625,0.00013272,0.0000262232,0.00002219032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009020494,"threshold_uncertainty_score":0.6585816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178223865997335,"score_gpt":0.2934309161853571,"score_spread":0.2816486775253838,"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."}}