{"id":"W4399367828","doi":"10.1097/opx.0000000000002126","title":"Visual midline gauge validity and repeatability: Comparison to a current clinical method","year":2024,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Canadian Optometric Education Trust Fund","keywords":"Repeatability; Gauge (firearms); Visual angle; Horizontal and vertical; Medicine; Midline shift; Ophthalmology; Artificial intelligence; Mathematics; Computer science; Geometry; Surgery; Statistics; Computed tomography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01224204,0.000140621,0.0003476609,0.0003244682,0.0007763874,0.0001123699,0.0001976725,0.0001204134,0.00003092302],"category_scores_gemma":[0.001187842,0.0001067119,0.00005885122,0.00160222,0.0003186696,0.0004185949,0.0005084609,0.0006675119,0.0001095851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005050123,"about_ca_system_score_gemma":0.0001616514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001479808,"about_ca_topic_score_gemma":0.000004019414,"domain_scores_codex":[0.9968285,0.0006982855,0.0007107071,0.0008738339,0.0004771659,0.0004115223],"domain_scores_gemma":[0.9977997,0.001205937,0.0001005262,0.000303744,0.0001505637,0.0004395132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001238882,0.000646053,0.5178041,0.0008362306,0.000007165622,0.000003254468,0.001126462,1.942028e-7,0.006967939,0.001452452,0.00299776,0.4680345],"study_design_scores_gemma":[0.0004019903,0.0003464178,0.9271157,0.0006094325,0.00002231704,0.000003298782,0.0003683643,0.01816441,0.0000273901,0.0005561942,0.05221821,0.000166313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632938,0.001128285,0.03145877,0.0006790343,0.002340017,0.0004426318,0.00002503852,0.00009623032,0.0005361766],"genre_scores_gemma":[0.9905912,0.000364954,0.008139032,0.0002772671,0.0003039924,0.00002011841,0.000007492244,0.000008074784,0.0002878625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4678682,"threshold_uncertainty_score":0.5971423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1356509685096238,"score_gpt":0.6491661914102165,"score_spread":0.5135152229005927,"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."}}