{"id":"W4391217687","doi":"10.1148/rg.230081","title":"Understanding Visual Disorders through Correlation of Clinical and Radiologic Findings","year":2024,"lang":"en","type":"article","venue":"Radiographics","topic":"Ophthalmology and Eye Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Abnormality; Extraocular muscles; Ocular Motility Disorders; Neuroimaging; Diplopia; Pupil; Mydriasis; Miosis; Strabismus; Neuroscience; Eye movement; Cranial nerves; Ophthalmology; Anatomy; Psychology","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":[0.0004758558,0.0001159476,0.0003212489,0.0002241488,0.00007278123,0.00001083145,0.00003693204,0.0002782058,0.00003664376],"category_scores_gemma":[0.0001421074,0.00009763288,0.0002063723,0.0005722662,0.0006696357,0.000105857,0.00001656969,0.000374063,0.000003341703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001194846,"about_ca_system_score_gemma":0.00004697555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001371736,"about_ca_topic_score_gemma":0.000003646155,"domain_scores_codex":[0.9990255,0.00006746204,0.0003541226,0.00026333,0.00012239,0.0001671438],"domain_scores_gemma":[0.9993561,0.0004237774,0.00004208286,0.0001025994,0.00001574039,0.00005971098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001441204,0.00008435643,0.9573405,0.0001898467,0.0002277722,0.00003545859,0.0004483437,0.00001098301,0.00003079649,0.03993161,0.0006952742,0.0008609672],"study_design_scores_gemma":[0.002802745,0.002397279,0.8803518,0.0004821698,0.0007266772,0.0005362714,0.002384144,0.01825209,0.00002304927,0.08851201,0.003146287,0.000385431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793617,0.004191846,0.01061502,0.0009610076,0.0007184441,0.000207308,0.000003956595,0.00008661186,0.003854156],"genre_scores_gemma":[0.9947797,0.004554437,0.0004065513,0.00009711347,0.0000628176,0.000003410804,0.00002436658,0.00001544751,0.00005613999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07698862,"threshold_uncertainty_score":0.3981353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1208662017084306,"score_gpt":0.4004705069442035,"score_spread":0.2796043052357729,"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."}}