{"id":"W4306730376","doi":"10.1245/s10434-022-12640-8","title":"Low Rates of Medical Oncology Consultation for Older Women (≥ 70 Years) with Newly Diagnosed, Non-Metastatic Breast Cancer: A Population-Based Study","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Hospital; University of Toronto; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Institute of Health Services and Policy Research","keywords":"Medicine; Breast cancer; Surgical oncology; Cancer; Poisson regression; Population; Radiation oncologist; Geriatric oncology; Internal medicine; Radiation therapy; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004780477,0.0002435993,0.0004169728,0.0009605733,0.0005666596,0.001090221,0.0005200345,0.0009770003,0.002829731],"category_scores_gemma":[0.004111829,0.0003742381,0.000632907,0.001391581,0.0002813101,0.0008449965,0.0004616516,0.0008843662,0.0003592517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003773705,"about_ca_system_score_gemma":0.0003779799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0133032,"about_ca_topic_score_gemma":0.01861318,"domain_scores_codex":[0.9994097,0.0001515014,0.00007237706,0.0001647185,0.00009516672,0.0001064582],"domain_scores_gemma":[0.9973342,0.000617507,0.001132614,0.000169193,0.0002681033,0.0004784382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004185637,0.00003311114,0.9992343,0.000008638233,0.00003775383,0.00004731901,0.00005903566,0.000006922374,0.0000609265,0.00000880388,0.00009184847,0.0003693709],"study_design_scores_gemma":[0.000003211922,0.00003693758,0.9994324,0.000003857976,0.00002360711,0.0001590021,0.0001979334,0.00004075405,0.000007475296,0.00001055418,0.00008199384,0.000002346336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975103,0.0003630123,0.00005708668,0.0001224915,0.00001303857,0.000007492035,0.0007626212,0.000004490138,0.001159442],"genre_scores_gemma":[0.9993217,0.0001111197,0.00002889938,0.00007872114,0.00001610551,0.000006012953,0.0002650304,0.000002192267,0.0001703501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0133032,"threshold_uncertainty_score":0.02645153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08116314654247352,"score_gpt":0.4318510711132622,"score_spread":0.3506879245707886,"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."}}