{"id":"W3046243148","doi":"10.1007/978-981-32-9220-8_7","title":"Surgical Management of Compressive Optic Neuropathy in Active Thyroid Eye Disease","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Ophthalmology and Eye Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Medicine; Optic neuropathy; Thyroid; Thyroid disease; Surgery; Ophthalmology; Optic nerve; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003395166,0.000259043,0.0005609232,0.0001171212,0.000016796,0.000002462356,0.0001151654,0.0001583663,0.001369831],"category_scores_gemma":[0.000008637662,0.0002229681,0.0001934894,0.00003490773,0.0001657291,0.00002553586,0.0001390618,0.0004276627,0.0001529552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002759391,"about_ca_system_score_gemma":0.00004665841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000504948,"about_ca_topic_score_gemma":4.361616e-7,"domain_scores_codex":[0.9988971,0.00002324099,0.0002974013,0.0003988329,0.0002208261,0.0001626482],"domain_scores_gemma":[0.9993218,0.00005020545,0.0001132927,0.0002838673,0.00003971443,0.0001911248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.02082943,0.001454327,0.01411802,0.004941694,0.00231688,0.2926348,0.0005441465,0.0001116441,0.00003778375,0.6563595,0.001838876,0.004812953],"study_design_scores_gemma":[0.06065169,0.01071753,0.7064658,0.01346544,0.01147494,0.0007625729,0.003331024,0.00207529,0.00033213,0.08018793,0.1045011,0.006034517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02659719,0.0008141088,0.000004405779,0.0009424784,0.0001105485,0.0006767411,0.00003755343,0.00003134998,0.9707856],"genre_scores_gemma":[0.7442205,0.0005007171,0.00009049589,0.0002546508,0.0000542486,0.00001927565,0.0001802461,0.00005198668,0.2546279],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7176233,"threshold_uncertainty_score":0.9995431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192119066635847,"score_gpt":0.2778302784767155,"score_spread":0.2586183718131309,"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."}}