{"id":"W4401222272","doi":"10.1097/med.0000000000000877","title":"Epidemiologic changes in thyroid disease","year":2024,"lang":"en","type":"review","venue":"Current Opinion in Endocrinology Diabetes and Obesity","topic":"Thyroid Disorders and Treatments","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Nutrition, Metabolism and Diabetes","funders":"","keywords":"Medicine; Overdiagnosis; Thyroid cancer; Disease; Levothyroxine; Thyroid; Thyroid disease; Incidence (geometry); Asymptomatic; Thyroid nodules; Pediatrics; Intensive care medicine; Pathology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001540722,0.0005289084,0.002041824,0.000598133,0.00004012571,0.0000151951,0.0001278993,0.0002160126,0.00002539044],"category_scores_gemma":[0.0001626443,0.0003708406,0.0002743122,0.0003336013,0.0001617154,0.00003526156,0.0002578308,0.0007984755,0.00008621514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001386712,"about_ca_system_score_gemma":0.0001200346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001500721,"about_ca_topic_score_gemma":0.00002011593,"domain_scores_codex":[0.9975931,0.0002465454,0.000546895,0.0008170804,0.00009920006,0.000697189],"domain_scores_gemma":[0.9990814,0.0002145324,0.0001394541,0.0003416843,0.00001549201,0.0002074336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000115267,0.0006066508,0.2698094,0.0385477,0.0001003614,0.0000562423,0.00002471934,1.324653e-7,3.843207e-8,0.0008783567,0.001590216,0.6883747],"study_design_scores_gemma":[0.001083497,0.0002367319,0.05654357,0.02445987,0.0007281012,0.0000168113,0.00001494125,0.00001798839,1.244786e-7,0.001668546,0.9148243,0.0004055119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004743577,0.991258,4.059445e-7,0.00032594,0.002378801,0.001061099,0.0001195072,0.00006622134,0.000046482],"genre_scores_gemma":[0.001133969,0.9975215,0.00001177909,0.00003783063,0.0002085379,0.0004348345,0.0005641209,0.00003304636,0.0000544316],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9132341,"threshold_uncertainty_score":0.9998744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09362975601586519,"score_gpt":0.3992701552393892,"score_spread":0.305640399223524,"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."}}