{"id":"W3137189138","doi":"10.1097/iio.0000000000000352","title":"Treatment Options for Lower Eyelid Retraction in Thyroid Eye Disease","year":2021,"lang":"en","type":"article","venue":"International Ophthalmology Clinics","topic":"Ophthalmology and Eye Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon Health Network","funders":"","keywords":"Medicine; Eyelid; Ophthalmology; Eye disease; Thyroid; Dermatology; Optometry; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000171585,0.0001631473,0.0002900096,0.0001529649,0.00006164568,0.00001175058,0.00009777844,0.0002754618,0.001005676],"category_scores_gemma":[0.000839485,0.0001604783,0.0002694777,0.0001280727,0.00009544861,0.00008553809,0.00003270875,0.0002427506,0.0001226966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001991766,"about_ca_system_score_gemma":0.000325861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009550622,"about_ca_topic_score_gemma":0.000004068715,"domain_scores_codex":[0.9986734,0.00007083979,0.0004472909,0.000428911,0.0001412311,0.000238275],"domain_scores_gemma":[0.9988564,0.0003688851,0.0001088735,0.0002794026,0.0002579163,0.0001284693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003372582,0.003953771,0.9771746,0.00002998799,0.0003749951,0.008887809,0.0001286797,0.000324425,0.0003857832,0.003939678,0.0003251266,0.001102591],"study_design_scores_gemma":[0.007217262,0.001795003,0.9578434,0.00006890476,0.0002169408,0.002646638,0.0003553558,0.002408753,0.0002023408,0.00945133,0.01749565,0.0002984534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759929,0.0005607401,0.00007942839,0.009894423,0.003484774,0.0003513471,0.00009400323,0.00002772879,0.009514693],"genre_scores_gemma":[0.984036,0.0002988218,0.001321097,0.0004293853,0.0003208896,0.0001670064,0.000703891,0.00002327993,0.01269969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0193312,"threshold_uncertainty_score":0.9999076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04748396597344036,"score_gpt":0.4162267219941487,"score_spread":0.3687427560207084,"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."}}