{"id":"W4294218678","doi":"10.1515/cdbme-2022-1052","title":"Muscle fatigue detection using near-infrared spectroscopy and electromyography","year":2022,"lang":"en","type":"article","venue":"Current Directions in Biomedical Engineering","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Electromyography; Muscle fatigue; Isometric exercise; Physical medicine and rehabilitation; Medicine; Physical therapy","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":[0.0004009039,0.0002741881,0.0002738702,0.0005811977,0.00008726493,0.0002507133,0.0001613603,0.0003345349,0.001370775],"category_scores_gemma":[0.0009433792,0.00009593814,0.0001157437,0.0002746313,0.0002136666,0.0003233748,0.0002204848,0.0001598374,0.0002428378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007614473,"about_ca_system_score_gemma":0.000110245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004448739,"about_ca_topic_score_gemma":0.0005489466,"domain_scores_codex":[0.9998195,0.00005562651,0.00001288375,0.00005168871,0.00004617629,0.00001422807],"domain_scores_gemma":[0.9996991,0.0001375676,0.00006923067,0.00001232998,0.00005946383,0.00002233814],"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":[0.00119148,0.0003156353,0.1823698,0.0006389476,0.0001819682,0.0003135323,0.0003988182,0.001709143,0.6415048,0.0002028796,0.0002339814,0.1709391],"study_design_scores_gemma":[0.00005101923,0.001821121,0.9247858,0.00009443357,0.0001128542,0.002348291,0.0004014701,0.0115979,0.05720746,0.0005377324,0.001002596,0.0000393491],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826328,0.00127552,0.01483073,0.00005572381,0.000009509039,0.00002588086,0.00008360055,0.00003884606,0.00104748],"genre_scores_gemma":[0.989812,0.0004397249,0.009124411,0.00002572066,0.00001630849,0.00001460387,0.0000598588,0.000005078201,0.0005024167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001370775,"threshold_uncertainty_score":0.004585743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577369320446535,"score_gpt":0.2486614567628242,"score_spread":0.2328877635583589,"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."}}