{"id":"W2886272863","doi":"10.1098/rsos.172208","title":"How does human motor cortex regulate vocal pitch in singers?","year":2018,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Neuroscience and Music Perception","field":"Neuroscience","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Holland Bloorview Kids Rehabilitation Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Ohio State University","keywords":"Larynx; Singing; Vocal tract; Phonation; Human voice; Human brain; Motor control; Speech recognition; Neuroscience; Psychology; Acoustics; Computer science; Biology; Anatomy; Audiology; Physics; Medicine","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":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.001347892,0.000206764,0.0002190756,0.00007928108,0.001685106,0.001830518,0.003123728,0.00008165533,0.0001603419],"category_scores_gemma":[0.0004061476,0.0001569059,0.0001018721,0.001557066,0.004366632,0.001960355,0.00125518,0.0002455612,0.0000796376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000214915,"about_ca_system_score_gemma":0.0002582506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003597939,"about_ca_topic_score_gemma":0.000157548,"domain_scores_codex":[0.9964143,0.00008114339,0.0002404672,0.001414757,0.0009925204,0.0008567992],"domain_scores_gemma":[0.998839,0.0000562649,0.0001311547,0.0006345079,0.0001007286,0.0002383665],"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":[0.000008263717,0.00007429998,0.0005320941,0.000003585718,2.843827e-7,0.00000565848,0.001407977,0.000001585702,0.9943546,0.0007239771,0.001087382,0.001800274],"study_design_scores_gemma":[0.001416533,0.0008432086,0.40401,0.0001045587,0.00001033133,0.00002565113,0.002145543,0.02384821,0.5502789,0.002806939,0.01348113,0.00102904],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911205,0.00000132685,0.0001970462,0.001461131,0.0008523774,0.0005216066,0.000008723194,0.00006969505,0.005767614],"genre_scores_gemma":[0.9862457,0.000006628249,0.0005245122,0.003424855,0.0002074606,0.00002432247,6.320082e-7,0.00001396298,0.009551945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4440757,"threshold_uncertainty_score":0.9996145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04014292398961494,"score_gpt":0.3239352996947873,"score_spread":0.2837923757051724,"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."}}