{"id":"W7125179300","doi":"10.1080/09298215.2025.2611838","title":"Theoretically informed training improves accent production in percussion","year":2025,"lang":"en","type":"article","venue":"Journal of New Music Research","topic":"Neuroscience and Music Perception","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University","funders":"Social Sciences and Humanities Research Council of Canada; Canada Foundation for Innovation","keywords":"Percussion; Stress (linguistics); Production (economics); Training (meteorology); Sound production","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":[0.001237045,0.0004622461,0.0002817011,0.0002621318,0.0004076895,0.0006034054,0.0006517295,0.0004965902,0.002335622],"category_scores_gemma":[0.005245274,0.0002726829,0.0001671315,0.0001112745,0.0006777021,0.0003378419,0.001387761,0.0006174919,0.0004397744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003390407,"about_ca_system_score_gemma":0.0005067241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008523238,"about_ca_topic_score_gemma":0.001757283,"domain_scores_codex":[0.9993328,0.0002044705,0.0000452414,0.0001689411,0.0001853953,0.00006312565],"domain_scores_gemma":[0.9987125,0.0005799371,0.0003327949,0.0001428021,0.0001262133,0.0001057822],"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":[0.003074492,0.006714984,0.02752948,0.001977915,0.0001178374,0.0007070697,0.01217495,0.01094565,0.6250212,0.002995348,0.0008375903,0.3079034],"study_design_scores_gemma":[0.0007310027,0.04042876,0.6468654,0.000966264,0.0003171294,0.0009357862,0.007237394,0.03906245,0.2363936,0.00827521,0.01859166,0.0001953392],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782237,0.0001708695,0.01566861,0.0001248883,0.00002341371,0.0001710544,0.00002426372,0.000116386,0.005476758],"genre_scores_gemma":[0.9785298,0.0002385569,0.01935935,0.00004291492,0.00001110996,0.00009296092,0.0000482591,0.00001853104,0.001658506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002335622,"threshold_uncertainty_score":0.007813394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2591399977715215,"score_gpt":0.4552809613958174,"score_spread":0.1961409636242958,"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."}}