{"id":"W4388635187","doi":"10.32388/cut1kq","title":"Review of: \"Design and Realization of a Low-Cost Smart Walking Aid for Visually Impaired and Blind People\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Visually impaired; Realization (probability); Low vision; Computer science; Human–computer interaction; Physical medicine and rehabilitation; Psychology; Medicine; Optometry; Mathematics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00159805,0.000715912,0.0007676387,0.001929945,0.0006140428,0.001888393,0.001510468,0.002010543,0.02929225],"category_scores_gemma":[0.00449239,0.0003260348,0.0006090701,0.00180808,0.0005803563,0.002207032,0.001340803,0.001026204,0.0122892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007779867,"about_ca_system_score_gemma":0.00385549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001833818,"about_ca_topic_score_gemma":0.002761941,"domain_scores_codex":[0.9986903,0.0001967732,0.0001732415,0.0001495473,0.0007172413,0.00007286671],"domain_scores_gemma":[0.9968671,0.0007053391,0.0001950124,0.00009677919,0.001995095,0.0001406112],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007563386,0.00005444124,0.000231512,0.02280831,0.00004661115,0.000336203,0.0003633043,0.0006744168,0.007293371,0.01072393,0.3299941,0.6273983],"study_design_scores_gemma":[0.000004671503,0.00007257096,0.0002841482,0.002403523,0.00003669187,0.0002402653,0.0001006122,0.000145532,0.001291379,0.0004896721,0.9949167,0.00001426884],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.007421738,0.7156245,0.04750001,0.02906904,0.03901852,0.0009305394,0.002172403,0.001181365,0.1570818],"genre_scores_gemma":[0.02931453,0.7111445,0.02158482,0.01675723,0.006570603,0.0007601233,0.003968093,0.0004602477,0.2094399],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9984019,"threshold_uncertainty_score":0.09799236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149184016962374,"score_gpt":0.3840532978485237,"score_spread":0.2691348961522863,"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."}}