{"id":"W2159358371","doi":"10.1093/jncimonographs/lgj010","title":"Chapter 10: The University of Rochester Model of Breast Cancer Detection and Survival","year":2006,"lang":"en","type":"article","venue":"JNCI Monographs","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Medicine; Breast cancer; Incidence (geometry); Epidemiology; Covariate; Oncology; Surveillance, Epidemiology, and End Results; Cancer; Internal medicine; Statistics; Cancer registry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007975544,0.00005444051,0.0001179093,0.00004316941,0.00004278448,0.000002275744,0.00004062434,0.0000370759,0.00004605109],"category_scores_gemma":[0.000001578454,0.00004099617,0.00006127456,0.0001048843,0.0001124539,0.00005726886,0.00001981176,0.00005166782,5.850194e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001240701,"about_ca_system_score_gemma":0.00001647129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002866445,"about_ca_topic_score_gemma":0.0009937299,"domain_scores_codex":[0.9996055,0.000008697218,0.00008565462,0.00008990311,0.0001300246,0.00008022243],"domain_scores_gemma":[0.9997044,0.000009551129,0.00006142128,0.0001068028,0.00009172095,0.00002612748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002491303,0.0001151344,0.8554606,0.0001836777,0.0001959744,0.00001030579,0.001485098,0.003373025,0.09324656,0.00134184,0.0008250542,0.04127143],"study_design_scores_gemma":[0.0008210883,0.0001030547,0.9791728,0.00008933445,0.0001598532,0.00001737964,0.0007159365,0.01412313,0.003901211,0.0003455206,0.0004617914,0.0000889068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957318,0.0002874486,0.00142366,0.0002671471,0.00002418482,0.00007904119,0.0000240068,0.000009276159,0.002153453],"genre_scores_gemma":[0.9995216,0.00008391166,0.0001407994,0.00003367951,0.00002547472,5.383081e-7,0.000001135432,0.000003607952,0.0001893111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1237122,"threshold_uncertainty_score":0.4333227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03927688140854705,"score_gpt":0.2559003079908944,"score_spread":0.2166234265823473,"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."}}