{"id":"W4280542127","doi":"10.1097/iop.0000000000002196","title":"Predictive Modeling of New-Onset Postoperative Diplopia Following Orbital Decompression for Thyroid Eye Disease","year":2022,"lang":"en","type":"article","venue":"Ophthalmic Plastic and Reconstructive Surgery","topic":"Ophthalmology and Eye Disorders","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Diplopia; Medicine; Surgery; Graves' ophthalmopathy; Decompression; Orbit (dynamics); Extraocular muscles; Retrospective cohort study; Graves' disease; Thyroid; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002390687,0.0002453377,0.0006305421,0.000247781,0.0004280685,0.00000912264,0.00007023218,0.00008476443,0.0001507111],"category_scores_gemma":[0.0006700219,0.0002220067,0.0003174141,0.000173971,0.0001867389,0.0001576493,0.0001153462,0.0002875195,0.000001450808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006646297,"about_ca_system_score_gemma":0.0005807925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002802385,"about_ca_topic_score_gemma":3.726086e-7,"domain_scores_codex":[0.9984348,0.0001122908,0.000435517,0.0004720498,0.0002167088,0.0003286422],"domain_scores_gemma":[0.9980672,0.001256634,0.0001616991,0.0001621111,0.00008531086,0.0002670459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008705855,0.000299835,0.9824541,0.0001515432,0.0006531655,0.000344122,0.0009883568,0.003822382,0.001114508,0.00009196831,0.0003488151,0.001025298],"study_design_scores_gemma":[0.01166956,0.003742964,0.6931413,0.001491059,0.002148155,0.00595811,0.02896512,0.2363951,0.0008747022,0.01361817,0.00008751973,0.001908191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994446,0.0009760773,0.001869139,0.0001041384,0.001277989,0.0005472862,0.0004058841,0.00002956336,0.0003438541],"genre_scores_gemma":[0.9987026,0.00001871094,0.000611523,0.00002998057,0.00005457583,0.0001086651,0.000192613,0.0000315302,0.0002498339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2893128,"threshold_uncertainty_score":0.9053172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02170696633926593,"score_gpt":0.2789287094754762,"score_spread":0.2572217431362102,"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."}}