{"id":"W4283742900","doi":"10.1158/1055-9965.epi-21-1440","title":"Epidemiology of Thyroid Cancer","year":2022,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":237,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health","keywords":"Epidemiology; Thyroid cancer; Medicine; Thyroid; Epidemiology of cancer; Cancer; Internal medicine; Breast cancer","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002879397,0.0002897961,0.001291033,0.00022289,0.0002161249,5.819986e-7,0.0002023227,0.0001718023,0.003067741],"category_scores_gemma":[0.000473623,0.0002605953,0.0005676615,0.0003565539,0.0003147402,0.00006289141,0.0001837606,0.0003358886,0.00001177878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009223708,"about_ca_system_score_gemma":0.0004262175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002091538,"about_ca_topic_score_gemma":0.0002168801,"domain_scores_codex":[0.9955704,0.001702981,0.001193562,0.0007403361,0.0001606869,0.0006320216],"domain_scores_gemma":[0.9971117,0.00112714,0.0009147946,0.000539972,0.0001011826,0.0002051532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009818649,0.0003980224,0.9276327,0.0001138421,0.001453819,0.00001000142,0.00006742853,0.0004534964,0.0007953381,0.001916703,0.0383683,0.02780849],"study_design_scores_gemma":[0.003635682,0.001657923,0.9519649,0.0002438307,0.0009481044,0.00005563319,0.0001696244,0.000368898,0.0009022124,0.01049037,0.02925833,0.0003044658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5780789,0.3785912,0.0009064861,0.03666417,0.002835918,0.001745017,0.0002904792,0.0001437713,0.0007440251],"genre_scores_gemma":[0.9743378,0.01307816,0.002329298,0.003948664,0.0003080885,0.004032588,0.000277907,0.00004881442,0.001638742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3962588,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08902879204276708,"score_gpt":0.408731800516049,"score_spread":0.3197030084732819,"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."}}