{"id":"W7117385434","doi":"10.14419/gm9q9483","title":"Intelligent Collaborative Navigation Support for The Visually Impaired","year":2025,"lang":"","type":"article","venue":"International Journal of Basic and Applied Sciences","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Obstacle; Global Positioning System; Limiting; Object (grammar); Obstacle avoidance; Navigation system; Assistive technology","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":[0.000703661,0.0001853523,0.0002443167,0.0003300148,0.0007729068,0.0007086823,0.0009338392,0.00006608,0.0001092408],"category_scores_gemma":[0.0004203872,0.0001234637,0.000155205,0.000587073,0.0009655806,0.0005128362,0.000105967,0.0002908739,0.00000790278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001066038,"about_ca_system_score_gemma":0.0008387257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006007523,"about_ca_topic_score_gemma":0.000007240548,"domain_scores_codex":[0.9978196,0.00006863073,0.0007923326,0.0003224937,0.000762809,0.0002341121],"domain_scores_gemma":[0.9960635,0.002183394,0.0007894827,0.00009903814,0.0007821545,0.0000824886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002567632,0.001007108,0.0007877006,0.0000701357,0.0008543897,0.000052028,0.01029559,0.005523723,0.2936236,0.45943,0.01675473,0.2090334],"study_design_scores_gemma":[0.002210452,0.0015473,0.002168924,0.000506914,0.0003378058,0.0004134144,0.04471599,0.01212368,0.7708818,0.01099999,0.1536765,0.0004171581],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.846788,0.0006902094,0.06740177,0.03333791,0.02058353,0.001651883,0.0002358175,0.00002673937,0.02928408],"genre_scores_gemma":[0.9960441,0.0006383186,0.0003430568,0.001578027,0.0003952678,0.00001540277,0.000001413179,0.000005772471,0.0009786359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4772582,"threshold_uncertainty_score":0.6833839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369703251637472,"score_gpt":0.361544867232536,"score_spread":0.3245745420687888,"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."}}