{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001531344,0.0006385177,0.0004587762,0.001419876,0.0003067273,0.001248611,0.000653212,0.0006113902,0.002723124],"category_scores_gemma":[0.009140105,0.0003241669,0.001111428,0.0006369626,0.0002499312,0.0004344267,0.0005771883,0.000750648,0.0003139572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000515231,"about_ca_system_score_gemma":0.001176767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009979395,"about_ca_topic_score_gemma":0.006046487,"domain_scores_codex":[0.9995499,0.0001489772,0.00004869359,0.000102878,0.00007446307,0.00007500144],"domain_scores_gemma":[0.9942855,0.003648602,0.001208303,0.0001884844,0.0003515141,0.0003175008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002085637,0.00008339106,0.9719521,0.00002138168,0.0001297407,0.000307822,0.00002759221,0.02058556,0.0001930501,0.0001349227,0.0004212995,0.005934497],"study_design_scores_gemma":[0.0000347368,0.0002001036,0.3748885,0.0000565459,0.0002138123,0.0009106877,0.0001842792,0.6217394,0.0003165291,0.0007474613,0.00068127,0.00002659059],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897481,0.0005677569,0.007366245,0.0003993773,0.00003507654,0.00003558952,0.0009528489,0.0001205099,0.0007746053],"genre_scores_gemma":[0.9981667,0.0001373546,0.0008741192,0.00001364375,0.00001989629,0.00001298522,0.0005736196,0.000008762199,0.0001928398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009979395,"threshold_uncertainty_score":0.01984262,"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."}}