{"id":"W4317105980","doi":"10.18280/jesa.550608","title":"Development of a Prototype Sensory Device as a Substitute for Single Sided Deaf People in Developing Nations","year":2022,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Hand Gesture Recognition Systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sensory system; Sensory substitution; Decibel; Perception; Hearing loss; Audiology; Sensory loss; Computer science; Neuroscience; Psychology; Communication; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004231379,0.0003603047,0.0003928493,0.0004732894,0.0002975766,0.0004466095,0.001015726,0.0006697768,0.00700508],"category_scores_gemma":[0.000615806,0.0001732981,0.0004239977,0.0002225583,0.0002280039,0.0006122546,0.000566157,0.0002795609,0.001400869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000154628,"about_ca_system_score_gemma":0.0003911438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00071411,"about_ca_topic_score_gemma":0.000855024,"domain_scores_codex":[0.9996822,0.00005838438,0.00002177678,0.00006425707,0.000133623,0.00003978569],"domain_scores_gemma":[0.9997078,0.00004892169,0.00002073649,0.00003848743,0.0001403131,0.00004380137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007143885,0.0006462304,0.005698712,0.001453461,0.00005795336,0.003207754,0.001388404,0.001443745,0.6114853,0.003873443,0.008062658,0.361968],"study_design_scores_gemma":[0.0004806515,0.0212547,0.05763949,0.0006008562,0.0005158207,0.0246166,0.004670149,0.032072,0.627095,0.001771691,0.2289045,0.0003784478],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6735388,0.001242699,0.2862907,0.0009465751,0.0007727456,0.001619075,0.0009162271,0.004228231,0.030445],"genre_scores_gemma":[0.6975969,0.0008036748,0.2610566,0.0003816551,0.00005153173,0.0007020386,0.0005108935,0.0001509853,0.03874564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00700508,"threshold_uncertainty_score":0.02343428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05178476996466262,"score_gpt":0.2892272289418313,"score_spread":0.2374424589771687,"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."}}