Acoustic analysis of the infant cry: classical and new methods

Author(s):  
G.Jr. Varallyay ◽  
Z. Benyo ◽  
A. Illenyi ◽  
Z. Farkas ◽  
L. Kovacs
Acoustics ◽  
2019 ◽  
Vol 1 (4) ◽  
pp. 866-883 ◽  
Author(s):  
Giulio Gabrieli ◽  
Giulia Scapin ◽  
Marc Bornstein ◽  
Gianluca Esposito

Infant cry is evolutionarily, psychologically, and clinically significant. Over the last half century, several researchers and clinicians have investigated acoustical properties of infant cry for medical purposes. However, this literature suffers a lack of standardization in conducting and reporting cry-based studies. In this work, methodologies and procedures employed to analyze infant cry are reviewed and best practices for reporting studies are provided. First, available literatures on vocal and audio acoustic analysis are examined to identify critical aspects of participant information, data collection, methods, and data analysis. Then, 180 peer-reviewed research articles have been assessed to certify the presence of critical information. Results show a general lack of critical description. Researchers in the field of infant cry need to develop a consensual standard set of criteria to report experimental studies to ensure the validity of their methods and results.


2013 ◽  
Vol 56 (5) ◽  
pp. 1416-1428 ◽  
Author(s):  
Brian Reggiannini ◽  
Stephen J. Sheinkopf ◽  
Harvey F. Silverman ◽  
Xiaoxue Li ◽  
Barry M. Lester

Purpose In this article, the authors describe and validate the performance of a modern acoustic analyzer specifically designed for infant cry analysis. Method Utilizing known algorithms, the authors developed a method to extract acoustic parameters describing infant cries from standard digital audio files. They used a frame rate of 25 ms with a frame advance of 12.5 ms. Cepstral-based acoustic analysis proceeded in 2 phases, computing frame-level data and then organizing and summarizing this information within cry utterances. Using signal detection methods, the authors evaluated the accuracy of the automated system to determine voicing and to detect fundamental frequency (F 0 ) as compared to voiced segments and pitch periods manually coded from spectrogram displays. Results The system detected F 0 with 88% to 95% accuracy, depending on tolerances set at 10 to 20 Hz. Receiver operating characteristic analyses demonstrated very high accuracy at detecting voicing characteristics in the cry samples. Conclusions This article describes an automated infant cry analyzer with high accuracy to detect important acoustic features of cry. A unique and important aspect of this work is the rigorous testing of the system's accuracy as compared to ground-truth manual coding. The resulting system has implications for basic and applied research on infant cry development.


1998 ◽  
Vol 20 (6) ◽  
pp. 432-442 ◽  
Author(s):  
Ada Fort ◽  
Claudia Manfredi

2010 ◽  
Vol 49 (05) ◽  
pp. 448-452 ◽  
Author(s):  
M. Silva ◽  
Van den Bergh ◽  
K. Allegaert ◽  
J. M. Aerts ◽  
D. Berckmans ◽  
...  

Summary Background:The presence of decoupling, i.e. the absence of coupling between fundamental frequency variation and intensity contour during phonetic crying, and its extent, reflects the degree of maturation of the central nervous system. Objectives: The aim of this work was to evaluate whether Empirical Mode Decomposition (EMD) is a suitable technique for analyzing infant cries. We hereby wanted to assess the existence and extent of decoupling in term neonates and whether an association between decoupling (derived from EMD) and clinical pain expression could be unveiled. Methods: To assess decoupling in healthy term neonates during procedural pain, 24 newborns were videotaped and crying was recorded during venous blood sampling. Besides acoustic analysis, pain expression was quantified based on the Modified Behavioral Pain Scale (MBPS). Fundamental frequency and the intensity contour of the cry signals were extracted by applying the EMD to the data, and the correlation between the two was studied. Results: Based on data collected in healthy term neonates, correlation coefficients varied between 0.39 and 0.83. The degree of decoupling displayed extended variability between the neonates and also in different cry bouts in a crying sequence within an individual neonate. Conclusion: When considering the individual ratio between the mean correlation of cry bouts during a crying sequence and their standard deviation, there seems to be a positive trend with increasing MBPS value. This might indicate that higher stressed subjects have less consistency in the investigated acoustic cry features, concluding that EMD has potential in the assessment of infant cry analysis.


Author(s):  
Giulio Gabrieli ◽  
Giulia Scapin ◽  
Marc H. Bornstein ◽  
Gianluca Esposito

Infant cry is evolutionarily, psychologically, and clinically significant. During the last 60 years, several researchers and clinicians assessed the possibility of investigating the acoustical properties of cry for medical purposes. However, there is a lack of standardization in conducting and reporting cry-based studies. In this work, methodologies and procedures employed in infant cry analysis are reviewed, and best practices for reporting studies are provided. First, available literature on vocal and audio acoustic analysis have been examined to identify critical aspects of participant information, data collection, methods, and data analysis. Then, 180 peer-reviewed research articles have been assessed to certify the presence of identified critical information. Results show a general lack of critical description. Researchers in the field of infant cry need to agree on a standard set of criteria to report experimental studies, to better demonstrate the validity of the methods and obtained results.


PEDIATRICS ◽  
1995 ◽  
Vol 95 (4) ◽  
pp. 516-521
Author(s):  
Barry M. Lester ◽  
C. F. Zachariah Boukydis ◽  
Cynthia T. Garcia-Coll ◽  
Mark Peucker ◽  
Margaret M. McGrath ◽  
...  

Objective. To determine whether the "goodness of fit" between infant cry characteristics and the mother's perception of the cry is related to developmental outcome at 18 months of age. Design. This was a prospective, longitudinal study from birth to 18 months performed in a blinded manner. Setting. The study was conducted in a maternity hospital, including normal and special care nurseries and a laboratory for developmental follow-up. Patients. The 121 term and preterm infants and their mothers were selected to meet medical criteria. Measurement. Acoustic analysis of 1-month infant cry and the mother's perception of the same cry was used to divide subjects into four groups representing matches and mismatches between infant cry characteristics and maternal cry perception. Primary outcome measures of cognitive, language, motor, and neurologic outcome were administered at 18 months. Caretaking environment measures were also recorded. Results. Statistically significant (P < .05) findings showed that matched groups scored higher on measures of language and cognitive performance than infants in the mismatch groups, with a particular advantage for infants in the matched group in which mothers accurately perceived the higher-pitched cries of their infants. There were no differences between the groups in biologic or sociodemographic factors. Group differences were observed in social support and maternal self-esteem. Conclusions. Matches and mismatches between infant cry characteristics at 1 month and the mother's perception of the cry are related to cognitive and language outcome at 18 months in term and preterm infants. This relation is probably due to transactional processes in which developmental outcome is affected by the clarity of the infants' signals and by the ability of the mother to accurately perceive her infant's signals. The mother's ability to read her infant's cues may be affected by factors such as social support and self-esteem.


Author(s):  
Deepa N Devadiga ◽  
T Remyasree ◽  
Aiswarya Liz Varghese ◽  
T Ananthakrishna

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