{"id":"W7127321296","doi":"10.1109/ccece64018.2025.11364359","title":"SceneScribe: IoT-Enabled AI Audio Narration for the Visually Impaired","year":2025,"lang":"","type":"article","venue":"","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University of Edmonton","funders":"","keywords":"Wearable computer; Narrative; Visually impaired; Closed captioning; Raspberry pi; Audio visual","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":[0.0003407805,0.0007771183,0.0003035716,0.0004318768,0.0003583152,0.001044589,0.0009395974,0.0007638297,0.01586759],"category_scores_gemma":[0.00156425,0.0001731207,0.000396689,0.0001404576,0.0004989863,0.001523217,0.003039499,0.000433929,0.003046075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002153242,"about_ca_system_score_gemma":0.0002745518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004040526,"about_ca_topic_score_gemma":0.0009261923,"domain_scores_codex":[0.9998067,0.0000526866,0.0000136564,0.00003872179,0.00006206413,0.00002608044],"domain_scores_gemma":[0.9996589,0.0001291708,0.00002523381,0.00004313656,0.00006577239,0.00007773235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003029241,0.0005458932,0.003466269,0.002849997,0.0001463066,0.003259474,0.008210575,0.001796727,0.190437,0.008438539,0.09512358,0.6826963],"study_design_scores_gemma":[0.000539851,0.002480532,0.01689325,0.001064211,0.0003521121,0.0107482,0.005965655,0.0355978,0.1528544,0.01464453,0.7584065,0.0004530515],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2922189,0.005827981,0.5293319,0.002431445,0.001433546,0.001690721,0.007001018,0.05241825,0.1076462],"genre_scores_gemma":[0.6651193,0.003011307,0.2367278,0.001280264,0.0004618441,0.001278602,0.004896753,0.001819695,0.08540448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01586759,"threshold_uncertainty_score":0.05308241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03832354321872986,"score_gpt":0.3429959694195442,"score_spread":0.3046724262008144,"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."}}