{"id":"W4211020935","doi":"10.1101/2022.02.10.479871","title":"Training induced improvements in knee extensor force accuracy are associated with reduced vastus lateralis motor unit firing variability","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"NIHR Nottingham Biomedical Research Centre; Versus Arthritis; Medical Research Council; National Institute for Health and Care Research","keywords":"Isometric exercise; Motor unit; Electromyography; Physical medicine and rehabilitation; Medicine; Vastus lateralis muscle; Quadriceps muscle; Motor unit recruitment; Physical therapy; Anatomy; Skeletal muscle","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":[0.0002669911,0.0002431742,0.0003059714,0.0001930033,0.00009868693,0.0001680495,0.000140377,0.0002287569,0.001944232],"category_scores_gemma":[0.0005147257,0.000147737,0.0001263345,0.00009080084,0.0001614553,0.0001112598,0.0002382903,0.0002425404,0.0001808204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009012977,"about_ca_system_score_gemma":0.00009622887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000989848,"about_ca_topic_score_gemma":0.001096501,"domain_scores_codex":[0.9998927,0.00002116896,0.00001073137,0.00002576203,0.00002128839,0.00002828399],"domain_scores_gemma":[0.9996526,0.00007866786,0.0001202775,0.00003004903,0.00004914841,0.00006935268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005404718,0.0009486068,0.02763974,0.0001970003,0.0001087368,0.0001505682,0.0001375059,0.0002912292,0.9405429,0.00002012083,0.000149714,0.02440915],"study_design_scores_gemma":[0.00008976217,0.005182314,0.9624202,0.00001485405,0.00005284017,0.0002295148,0.00006939326,0.0007499045,0.03077724,0.00003190756,0.0003747321,0.000007479592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991084,0.0001482442,0.0004327385,0.0000178424,0.000004683786,0.00001103664,0.00005534717,0.00001899301,0.0002027002],"genre_scores_gemma":[0.9989412,0.000049881,0.0003155786,0.00001359532,0.00000638972,0.00002516241,0.0000807347,0.000004386254,0.0005630158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001944232,"threshold_uncertainty_score":0.006504118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784853204438116,"score_gpt":0.2292795925967982,"score_spread":0.2014310605524171,"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."}}