{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003454944,0.0006471077,0.0004202806,0.0004075737,0.0006648274,0.0009609964,0.0008691268,0.000887758,0.004376403],"category_scores_gemma":[0.001432507,0.0001431434,0.0003870859,0.0002100432,0.0002545524,0.00103884,0.002337856,0.0003199415,0.002086713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001950224,"about_ca_system_score_gemma":0.0007382055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003178059,"about_ca_topic_score_gemma":0.004088097,"domain_scores_codex":[0.9997352,0.00006170041,0.00001604378,0.0000642326,0.00006739226,0.0000554927],"domain_scores_gemma":[0.9995784,0.00008912249,0.00003904949,0.00007130975,0.0001328899,0.00008917938],"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":[0.001168858,0.001019909,0.02070069,0.0007561949,0.0001164808,0.002437455,0.006050771,0.00444078,0.06170702,0.002902796,0.02105486,0.8776442],"study_design_scores_gemma":[0.0008862701,0.005702763,0.1409038,0.002413301,0.001360332,0.0217446,0.027455,0.2735502,0.1325311,0.05375289,0.3386875,0.001012358],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6620617,0.002680392,0.2930096,0.0009601934,0.0002447803,0.0002256601,0.0004667969,0.009054346,0.03129664],"genre_scores_gemma":[0.9001096,0.0007538141,0.08637238,0.0002327641,0.00005040742,0.0001770104,0.0003175238,0.000122096,0.01186444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004376403,"threshold_uncertainty_score":0.01464057,"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."}}