{"id":"W3024338638","doi":"10.14740/wjon1278","title":"Breast Cancer Incidence and Behavior in Younger Patients: A Study From the Surveillance, Epidemiology and End Results Database","year":2020,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Surveillance, Epidemiology, and End Results; Incidence (geometry); Logistic regression; Epidemiology; Cancer; Cancer registry; Guideline; Demography; Gynecology; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001405323,0.0001232306,0.0006294553,0.00007990343,0.00005212627,0.000008109258,0.0001390199,0.00005318941,0.00005941799],"category_scores_gemma":[0.0009423574,0.00007883796,0.00003773131,0.0002508084,0.0001755439,0.0001728831,0.0001293979,0.0005473397,0.0000012739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001410781,"about_ca_system_score_gemma":0.0002199067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003204822,"about_ca_topic_score_gemma":0.0117615,"domain_scores_codex":[0.9981099,0.0004890395,0.0007426243,0.0002420276,0.0001944942,0.0002219175],"domain_scores_gemma":[0.9979166,0.001080352,0.0004628511,0.0001346245,0.0001887156,0.0002168617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003569931,0.0001818925,0.9615527,0.000005456579,0.00004374953,0.0004786145,0.0008558338,0.000004863023,0.00006596753,0.000009045641,0.002579504,0.03065243],"study_design_scores_gemma":[0.005024541,0.001555245,0.9884173,0.00009639017,0.0001408287,0.0002973219,0.0008116965,0.00002780642,0.000001971245,0.00002007659,0.00353628,0.00007053957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775271,0.00264837,0.000007064107,0.01902059,0.0001991574,0.0002908286,0.0001586208,0.000003874079,0.0001444012],"genre_scores_gemma":[0.9920592,0.0009433861,0.0003470884,0.006236276,0.0003769845,0.00001187912,0.000008100496,0.000007144153,0.000009922454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03058189,"threshold_uncertainty_score":0.6563196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009595920384454,"score_gpt":0.3963947761270101,"score_spread":0.2954351840885647,"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."}}