{"id":"W4292533762","doi":"10.1016/j.clml.2022.08.008","title":"An Epidemiological Model to Estimate the Prevalence of Diffuse Large B-Cell Lymphoma in the United States","year":2022,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Broadcom (Canada); Vancouver Coastal Health","funders":"","keywords":"Epidemiology; Medicine; Diffuse large B-cell lymphoma; Incidence (geometry); Disease; Population; Lymphoma; Relative survival; Mortality rate; Internal medicine; Environmental health; Cancer registry","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":[0.004160529,0.000446278,0.001003647,0.0001762489,0.0004163476,0.00003740051,0.001200867,0.0002023981,0.0001115131],"category_scores_gemma":[0.00111043,0.0002434533,0.0004645,0.0009460885,0.0003592629,0.00009046406,0.0005360382,0.0002916287,0.00005050688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103976,"about_ca_system_score_gemma":0.0007852904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003831503,"about_ca_topic_score_gemma":0.00002997838,"domain_scores_codex":[0.9940526,0.001782388,0.001646489,0.0009077651,0.0007917457,0.0008189355],"domain_scores_gemma":[0.9935093,0.003860739,0.0004139434,0.001685227,0.0001303664,0.0004004307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004322086,0.04756156,0.7695375,0.0004440476,0.0002731143,0.001362427,0.004455479,0.02363556,0.0001967523,0.008413502,0.01343482,0.1263631],"study_design_scores_gemma":[0.01292384,0.002112962,0.8396025,0.0000661913,0.0002458512,0.0001166981,0.0005319008,0.1374325,0.0001173817,0.001061316,0.005534372,0.000254496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936113,0.0004574574,0.0001435292,0.003531605,0.000156423,0.001289499,0.0002671963,0.0000908065,0.0004522072],"genre_scores_gemma":[0.9836578,0.0004245707,0.001009431,0.01354876,0.0001047119,0.0006933103,0.0002276258,0.00004567033,0.0002881049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1261086,"threshold_uncertainty_score":0.9927737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05327180857641299,"score_gpt":0.3865145714777316,"score_spread":0.3332427629013186,"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."}}