{"id":"W3152593492","doi":"10.1038/s41598-021-87403-8","title":"Exhausting repetitive piano tasks lead to local forearm manifestation of muscle fatigue and negatively affect musical parameters","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Musicians’ Health and Performance","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Interdisciplinary Research in Rehabilitation; Centre Hospitalier Universitaire Sainte-Justine; Université du Québec à Montréal; Université de Montréal; McGill University; Centre for Interdisciplinary Research in Music Media and Technology; Université du Québec","funders":"Canada Foundation for Innovation","keywords":"Piano; Chord (peer-to-peer); Forearm; Electromyography; Musical instrument; Muscle fatigue; Physical medicine and rehabilitation; Affect (linguistics); Wrist; Psychology; Audiology; Speech recognition; Medicine; Communication; Computer science; Anatomy; Acoustics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001003844,0.0001232962,0.0002801377,0.0001410679,0.0001813725,0.00004738895,0.00003130997,0.00006704617,0.00007323884],"category_scores_gemma":[0.0007412431,0.000112255,0.00005869483,0.0005365273,0.0003248682,0.000123137,0.00004880044,0.0001500543,0.000006186852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005725306,"about_ca_system_score_gemma":0.000348472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001396296,"about_ca_topic_score_gemma":0.0001674712,"domain_scores_codex":[0.9980537,0.0000520324,0.0004969501,0.0006312531,0.0004546792,0.0003113986],"domain_scores_gemma":[0.9986252,0.0001075914,0.0002373357,0.000418503,0.0003463752,0.0002650596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006106098,0.0009315261,0.1205467,0.005411697,0.0001652561,0.0133256,0.04212067,0.001456662,0.2574059,0.0007129335,0.03188627,0.5254261],"study_design_scores_gemma":[0.001475743,0.001103932,0.6976349,0.002513658,0.0001913618,0.002713484,0.00717521,0.00615393,0.2613691,0.001036363,0.0180126,0.0006197066],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989763,0.00006599301,0.003917704,0.0004315602,0.002406745,0.0004749804,0.000005682786,0.00002720025,0.002907191],"genre_scores_gemma":[0.9942203,0.000004336678,0.004360753,0.0003463448,0.0001024987,0.0000206658,0.00007185423,0.00001241248,0.0008608202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5770882,"threshold_uncertainty_score":0.4577626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04894022533116706,"score_gpt":0.3253337441059634,"score_spread":0.2763935187747964,"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."}}