{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T15:35:01Z","timestamp":1776872101817,"version":"3.51.2"},"reference-count":75,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T00:00:00Z","timestamp":1776816000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Hum. Neurosci."],"abstract":"<jats:sec>\n                    <jats:title>Introduction<\/jats:title>\n                    <jats:p>Research on second language (L2) speech perception and production has yielded mixed findings, suggesting that factors beyond perceptual ability influence L2 production outcomes. This study investigated predictors of inter-speaker variability in L2 vowel production, focusing on individual differences in auditory and somatosensory acuity. The roles of phonological awareness and trial-to-trial production variability were also examined.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>Forty English-speaking adult late learners of Mandarin produced two Mandarin vowels: \/u\/ (phonetically similar to English \/u\/) and \/y\/ (a novel vowel for English speakers). Production accuracy and trial-to-trial variability were measured acoustically. Auditory acuity was assessed using speech identification and discrimination tasks. Somatosensory acuity was measured through a Phonetic Awareness Task (PAT) and a novel Tongue Placement Task (TPT). Linear mixed-effects models were used to identify predictors of production accuracy.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Predictors of production accuracy differed by vowel. For the perceptually similar vowel \/u\/, lower production variability was the only significant predictor of higher accuracy. For the novel vowel \/y\/, higher somatosensory acuity (PAT) was the only significant predictor of accuracy. No predictors significantly accounted for production variability in either vowel.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Discussion<\/jats:title>\n                    <jats:p>These findings suggest that sensory acuity and L1\u2013L2 phonetic similarity jointly constrain L2 speech learning. Specifically, somatosensory acuity supports the establishment of accurate articulatory targets for novel L2 sounds, while production variability reflects the stability of learners\u2019 phonetic category formation for perceptually similar L2 sounds.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fnhum.2026.1744572","type":"journal-article","created":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T14:35:21Z","timestamp":1776868521000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Sensory acuity and cross-language phonetic similarity jointly predict second language vowel production accuracy"],"prefix":"10.3389","volume":"20","author":[{"given":"Joanne Jingwen","family":"Li","sequence":"first","affiliation":[{"name":"Department of Communicative Disorders and Sciences, San Jos\u00e9 State University","place":["San Jose, CA, United States"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tara","family":"McAllister","sequence":"additional","affiliation":[{"name":"Department of Communicative Sciences and Disorders, New York University","place":["New York, NY, United States"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Douglas M.","family":"Shiller","sequence":"additional","affiliation":[{"name":"School of Speech-Language Pathology and Audiology, Universit\u00e9 de Montr\u00e9al","place":["Montr\u00e9al, QC, Canada"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xing","family":"Tian","sequence":"additional","affiliation":[{"name":"NYU-ECNU Institute of Brain and Cognitive Science at NYU Shanghai","place":["Shanghai, China"]},{"name":"Division of Arts and Sciences, New York University Shanghai","place":["Shanghai, China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria I.","family":"Grigos","sequence":"additional","affiliation":[{"name":"Department of Communicative Sciences and Disorders, New York University","place":["New York, NY, United States"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1965","published-online":{"date-parts":[[2026,4,22]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"1407","DOI":"10.3758\/s13428-020-01501-5","article-title":"Realistic precision and accuracy of online experiment platforms, web browsers, and devices","volume":"53","author":"Anwyl-Irvine","year":"2021","journal-title":"Behav. 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