{"id":"W4399828175","doi":"10.32920/26052730","title":"Design and Development of a Gesture Controlled Prosthetic Hand","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Ontario Tech University","funders":"","keywords":"Gesture; Development (topology); Computer science; Artificial intelligence; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006012449,0.0005752014,0.0007883463,0.0005133268,0.0003585035,0.0009715058,0.002024733,0.001488919,0.008694946],"category_scores_gemma":[0.0005710087,0.0005521991,0.0004955761,0.000285105,0.0004339013,0.0006372034,0.0007898468,0.0006309403,0.003285165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002646554,"about_ca_system_score_gemma":0.0007200667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005217534,"about_ca_topic_score_gemma":0.0004603546,"domain_scores_codex":[0.9992979,0.00004051019,0.00005832221,0.0001776761,0.0003664322,0.00005917775],"domain_scores_gemma":[0.9997131,0.00004544035,0.00002855084,0.0000429018,0.0001233178,0.00004652015],"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":[0.0002792274,0.0002126092,0.0006394022,0.001387234,0.00008043987,0.001101911,0.0002849658,0.01487338,0.7527319,0.004729845,0.003149944,0.2205292],"study_design_scores_gemma":[0.0005513071,0.006360458,0.01070377,0.0003985732,0.0002823432,0.008750149,0.000223945,0.2163177,0.570258,0.00315019,0.1826765,0.00032711],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05222547,0.001255384,0.920629,0.0003392255,0.0005305978,0.001074376,0.0004327934,0.005104118,0.01840911],"genre_scores_gemma":[0.3978312,0.0009930367,0.5644978,0.0003200501,0.00007998858,0.001289369,0.0004005277,0.0003308451,0.03425714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008694946,"threshold_uncertainty_score":0.02908748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01632704825671533,"score_gpt":0.2180697812320987,"score_spread":0.2017427329753834,"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."}}