Evidence map›Paper›PMID 42056227›Full record

ArticleScientific reports2026

Evaluating neural encoding of prosody-related F0 changes in emotional speech using the speech FFR in normal-hearing adults.

Maryam Karimi-Boroujeni, Sajad Sadeghkhani, Christian Giguère, Saeid R Seydnejad, Hilmi R Dajani

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Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Maryam Karimi-BoroujeniSchool of Rehabilitation Sciences, University of Ottawa, Ottawa, ON, Canada. mkari052@uottawa.ca.
Sajad SadeghkhaniSchool of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada.
Christian GiguèreSchool of Rehabilitation Sciences, University of Ottawa, Ottawa, ON, Canada.
Saeid R SeydnejadSchool of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada.
Hilmi R DajaniSchool of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada.

Funding

Discovery Grant from the Natural Sciences and Engineering Research Council of Canada RGPIN-2020-03990
6 · The paper itself

Abstract

Emotional information in speech is conveyed through prosodic cues, including variations in fundamental frequency (F0 contour), intensity, and duration. Emotion perception has been largely studied behaviorally but the neural mechanisms underlying it are not well understood. The Speech-evoked Frequency Following Response (FFR) is a non-invasive neural measure reflecting the encoding of speech acoustics in the auditory system. This study investigated the extent to which the FFR can represent prosody-related F0 contours and compared neural responses between male and female listeners. Sixteen normal-hearing adults underwent FFR recording in response to the word "balloon" spoken with sad and happy emotion by a male and a female talker. Using a pitch-tracking algorithm, F0 tracking accuracy was quantified via Root Mean Squared Error (RMSE) and an accuracy percentage. The results showed that the FFR can track emotional F0 contours; however, the degree of accuracy is modulated by the acoustic characteristics of emotions and talker's voice. Sad emotional speech and the male talker voice were associated with enhanced F0 tracking, consistent with their acoustic features. On the other hand, F0 tracking accuracy did not differ by listener sex. These findings provide new insights into the use of FFR as a neural measure for prosody assessment.

Indexed as

EmotionsSpeechSpeech AcousticsSpeech PerceptionAcoustic StimulationAdultFemaleHumansMaleYoung AdultEmotional speechFrequency following response (FFR)Prosody processing

Identifiers

PMID42056227
PMCPMC13319747

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