{"id":"W4387566785","doi":"10.58931/cdet.2023.1316","title":"Approach to the Management of Thyroid Eye Disease","year":2023,"lang":"en","type":"article","venue":"Canadian Diabetes & Endocrinology Today","topic":"Ophthalmology and Eye Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"International Council of Ophthalmology","keywords":"Medicine; Euthyroid; Natural history; Graves' disease; Disease; Thyroid; Thyroiditis; Eye disease; Thyroid disease; Dermatology; Pediatrics; Pathology; Internal medicine; Gastroenterology; Surgery","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":[0.0001241522,0.0001556976,0.0002494871,0.0003402858,0.0001373494,0.000005487827,0.0002836551,0.00006483979,0.0001439678],"category_scores_gemma":[0.00004283993,0.000122114,0.00009968126,0.000572531,0.000195178,0.0000245185,0.00008042652,0.0001788345,0.0006474406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006261309,"about_ca_system_score_gemma":0.0001473843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189629,"about_ca_topic_score_gemma":0.0006011415,"domain_scores_codex":[0.9983915,0.00005250376,0.0001839819,0.0003212902,0.0001115457,0.000939163],"domain_scores_gemma":[0.9987681,0.0000386035,0.00003054446,0.0005800527,0.0000405615,0.0005421246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008484681,0.0001574912,0.9096039,0.0004392641,0.0009238724,0.00107446,0.0006148759,0.00030324,0.0001924433,0.01941233,0.05599255,0.01120073],"study_design_scores_gemma":[0.0005804317,0.0001185309,0.9368334,0.00003727732,0.0001909013,0.000005580197,0.0006958594,0.00009593221,0.0001325313,0.0005540663,0.06060229,0.0001531755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391926,0.000801799,0.000003477525,0.01533248,0.0002756109,0.0006121604,0.00005620219,0.00007220099,0.04365351],"genre_scores_gemma":[0.9910138,0.00007166174,0.0001257385,0.00259479,0.00005171447,0.00020637,0.0001144593,0.00002397459,0.005797548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05182118,"threshold_uncertainty_score":0.8321756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612676790521786,"score_gpt":0.2608319183084311,"score_spread":0.2447051504032132,"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."}}