{"id":"W4386746994","doi":"10.3390/s23187873","title":"Development of a Low-Cost Portable EMG for Measuring the Muscular Activity of Workers in the Field","year":2023,"lang":"en","type":"article","venue":"Sensors","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"École de technologie supérieure","keywords":"Electromyography; Isometric exercise; Interfacing; Dynamometer; Isotonic; Muscle fatigue; Computer science; Physical medicine and rehabilitation; Biomedical engineering; Biceps; Simulation; Medicine; Physical therapy; Computer hardware; Engineering; Automotive engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001363092,0.0007609813,0.0005696337,0.000911497,0.0001872906,0.0004845312,0.001363414,0.0008956532,0.001861254],"category_scores_gemma":[0.002312753,0.0002748938,0.000347606,0.000416298,0.0003150471,0.0005411325,0.0005444133,0.000350825,0.0008475092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734102,"about_ca_system_score_gemma":0.000439445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004657109,"about_ca_topic_score_gemma":0.000868462,"domain_scores_codex":[0.9988167,0.0002352536,0.00007897597,0.0002530562,0.0005752168,0.00004083894],"domain_scores_gemma":[0.99893,0.0003292288,0.00009659309,0.0001135766,0.0004675732,0.0000630498],"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":[0.0004693326,0.0004389995,0.01544972,0.001005678,0.00007481968,0.0003822679,0.0001831759,0.001344119,0.6755285,0.0004600068,0.001123384,0.30354],"study_design_scores_gemma":[0.0006516358,0.02173811,0.2154051,0.0005865986,0.0007602971,0.00970598,0.00080768,0.06019964,0.6464055,0.001152615,0.04232896,0.000258008],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2304648,0.002343358,0.7589679,0.0004385183,0.0003958562,0.001927522,0.000588244,0.001351702,0.003521961],"genre_scores_gemma":[0.4256475,0.001096005,0.5656461,0.0004005016,0.0001260383,0.001326573,0.0006037442,0.00008481583,0.005068709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001861254,"threshold_uncertainty_score":0.007208824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02422519462899876,"score_gpt":0.2432524516900605,"score_spread":0.2190272570610617,"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."}}