{"id":"W7127272289","doi":"10.1109/ccece64018.2025.11364477","title":"Diagram Annotation and Classification for Visually Impaired People in Higher Education","year":2025,"lang":"","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan College","funders":"","keywords":"Diagram; Visually impaired; Annotation; Higher education; Training set","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":[0.001131784,0.0005337399,0.0003182204,0.005673777,0.0008776995,0.001739052,0.0007027712,0.001192068,0.008934391],"category_scores_gemma":[0.01215905,0.0002256849,0.0003985205,0.001787116,0.0003459778,0.00223095,0.001398102,0.000730939,0.005174966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006894154,"about_ca_system_score_gemma":0.00111418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008829823,"about_ca_topic_score_gemma":0.01448291,"domain_scores_codex":[0.9991116,0.0002035182,0.0001218676,0.0001984266,0.0002887222,0.00007595035],"domain_scores_gemma":[0.9941303,0.002146609,0.0006688665,0.0006878577,0.001992269,0.0003740896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009096125,0.0003991459,0.142531,0.0010819,0.00003611156,0.002396022,0.006091314,0.003102339,0.02218615,0.003938362,0.05510721,0.7622208],"study_design_scores_gemma":[0.0001602309,0.0007741629,0.316193,0.00226209,0.0002892599,0.01172415,0.01896367,0.1939662,0.1251713,0.03874353,0.2913015,0.0004509147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6865816,0.002316071,0.2300555,0.003678649,0.0004283486,0.0008429108,0.01724008,0.03498938,0.02386742],"genre_scores_gemma":[0.7651317,0.001439153,0.2068281,0.0002847597,0.00007496909,0.0003066407,0.01109121,0.001070325,0.01377315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008934391,"threshold_uncertainty_score":0.02988845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772533480055934,"score_gpt":0.3648199249203863,"score_spread":0.317094590119827,"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."}}