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Associations Between Fundamental Frequency and ASD Symptoms in Preschoolers: Stability and Change Over Time
Thesis

Associations Between Fundamental Frequency and ASD Symptoms in Preschoolers: Stability and Change Over Time

Alyssa Viggiano
Master of Science (MS), University of Miami
2026-04

Abstract

Autism spectrum disorders Intonation (Phonetics) Acoustic models Prosodic analysis Longitudinal studies Child Development

A hallmark of autism spectrum disorder (ASD) is atypical prosody, including differences in rhythm, stress, and intonation (fundamental frequency; F0). Although prior work suggests F0 differences between ASD and typically developing (TD) individuals, evidence in preschoolers remains limited and inconsistent, despite this being a critical period for prosodic development and the most common age at which children receive an ASD diagnosis. This study examined objectively measured F0 features in preschool-aged children in ASD, developmental delay (DD), and TD groups to assess stability and change over time, group differences, and associations with ASD symptoms.

Children's vocalizations were recorded using child-worn SONY recorders during a naturalistic, play-based assessment (Brief Observation of Social Communication Change; BOSCC) administered up to 6 sessions per child (M=4.4, SD=1.3). ASD symptoms (Social Communication (SC), Restricted and Repetitive Behaviors (RRBs), and Total) were coded from BOSCC sessions. Whisper-large models were used for speaker diarization and audio spectrogram transformer models were used for speech classification and F0 feature extraction.

Greater mean F0 was associated with lower total ASD and SC scores, indicating fewer overall ASD symptoms and less social communication difficulties. Associations with F0 variability differed by language level: among children with fluent speech, greater variability in mean F0 was linked to greater total ASD and SC symptoms, while no associations were observed in minimally verbal children. No associations were found between F0 features and RRB scores. F0 features showed moderate stability across sessions with no longitudinal change and group differences in F0 Range (TD and DD>ASD) and SD of mean F0 (ASD>TD). 

Overall, findings suggest that intonation-related features, particularly mean and variability of F0, show associations with total ASD symptoms and social communication in early childhood, underscoring the importance of continued research using longitudinal, naturalistic speech samples. 

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Embargoed Access, Embargo ends: 2028-04-14

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