{"id":"W4388897658","doi":"10.1101/2023.11.22.23298905","title":"Motor unit firing rate modulation is more impaired during flexion synergy-driven contractions of the biceps brachii in chronic stroke","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"National Institutes of Health","keywords":"Biceps; Chronic stroke; Motor unit; Physical medicine and rehabilitation; Stroke (engine); Medicine; Motor unit recruitment; Modulation (music); Physics; Electromyography; Anatomy; Physical therapy; Rehabilitation; Acoustics","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":[0.0003412031,0.0003017253,0.0004919434,0.0006154704,0.0001452119,0.000227109,0.0001348302,0.0002662437,0.0009889625],"category_scores_gemma":[0.001346301,0.0001710728,0.0002038063,0.0003002695,0.000288327,0.0001399242,0.0003143942,0.0002320952,0.0001349637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001836112,"about_ca_system_score_gemma":0.0001251913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002543367,"about_ca_topic_score_gemma":0.003501548,"domain_scores_codex":[0.9997422,0.00003795063,0.00004360424,0.00006503112,0.00007280322,0.00003836259],"domain_scores_gemma":[0.9995091,0.00007824986,0.0002360436,0.00004317734,0.00006946451,0.00006396893],"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":[0.003716407,0.0002879999,0.3726815,0.0002279111,0.0005799052,0.001219097,0.0004753504,0.001180487,0.5709999,0.00008881718,0.0001792106,0.04836343],"study_design_scores_gemma":[0.000004492498,0.0003298385,0.9946008,0.000004973828,0.0000303299,0.0006441236,0.00002964591,0.0004854492,0.003790448,0.00002331029,0.00005268208,0.0000039554],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987584,0.0001590212,0.0008127424,0.00001009266,0.000002003491,0.000006826816,0.0000651895,0.000008677125,0.0001769407],"genre_scores_gemma":[0.9994124,0.00006778994,0.0002247267,0.000009030069,0.000001822339,0.00000913308,0.00009312526,0.000003132672,0.0001788279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002543367,"threshold_uncertainty_score":0.005057156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02428896491202076,"score_gpt":0.2515122882723554,"score_spread":0.2272233233603346,"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."}}