Are Praat's default settings optimal for infant cry analysis?

In recent years, the number of studies investigating possible noninvasive health screening techniques for infants have increased exponentially. Amongst those, one of the most prominent is health screening based on the acoustic investigation of infant cry. Clinicians involved in the field moved from visual inspection of the audible spectrum to automatized analysis of cry samples using computer software. A software that has been more widely adopted in recent years is Praat, a free software designed for speech analysis. Unfortunately, the software’s default settings are not suitable for investigation of cry samples, yet rarely used settings are reported in final manuscripts. In this article, we tested 4 different computer generated signals, with frequency features comparable to cry frequencies, and 3 real cry samples using both Praat’s standards and tuned settings. Our results highlight the importance of properly tuning software’s parameters when expanding their field of usage, and provide a starting point for the development of optimal Praat algorithm’s parameters selection for cry analysis.

[1]  Paul Boersma,et al.  Speak and unSpeak with P RAATRAAT , 2002 .

[2]  M Robb,et al.  Vocal fundamental frequency characteristics of infant hunger cries: birth to 12 months. , 1996, International journal of pediatric otorhinolaryngology.

[3]  C Manfredi,et al.  High-resolution cry analysis in preterm newborn infants. , 2009, Medical engineering & physics.

[4]  K. Michelsson,et al.  Newborn infants' cry after heel‐prick: analysis with sound spectrogram , 2000, Acta paediatrica.

[5]  K. Michelsson,et al.  The identification of some specific meanings in infant vocalization , 1964, Experientia.

[6]  M. Maybery,et al.  Acoustic Properties of Cries in 12-Month Old Infants at High-Risk of Autism Spectrum Disorder , 2017, Journal of autism and developmental disorders.

[7]  A. Kemper,et al.  Screening of newborn babies: from blood spot to bedside , 2012, The Lancet.

[8]  K. Michelsson,et al.  Phonation in the newborn, infant cry. , 1999, International journal of pediatric otorhinolaryngology.

[9]  G. Latini,et al.  Indications and limitations for a neonatal pulse oximetry screening of critical congenital heart disease , 2005, Journal of perinatal medicine.

[10]  Marcio Nogueira de Souza,et al.  Longitudinal study of the fundamental frequency of hunger cries along the first 6 months of healthy babies. , 2007, Journal of voice : official journal of the Voice Foundation.

[11]  J. Zamora,et al.  Pulse oximetry screening for critical congenital heart defects in asymptomatic newborn babies: a systematic review and meta-analysis , 2012, The Lancet.

[12]  Henning Reetz,et al.  Infant cry reliability: Acoustic homogeneity of spontaneous cries and pain-induced cries , 2014, Speech Commun..

[13]  K. Michelsson,et al.  Cry Characteristics of 172 Healthy 1- to 7-Day-Old Infants , 2002, Folia Phoniatrica et Logopaedica.

[14]  J. Huhta,et al.  The use of pulse oximetry to detect congenital heart disease. , 2003, The Journal of pediatrics.

[15]  H. Nagaraja,et al.  Heart rate variability: origins, methods, and interpretive caveats. , 1997, Psychophysiology.

[16]  L. Lagasse,et al.  Assessment of infant cry: acoustic cry analysis and parental perception. , 2005, Mental retardation and developmental disabilities research reviews.

[17]  P. Boersma ACCURATE SHORT-TERM ANALYSIS OF THE FUNDAMENTAL FREQUENCY AND THE HARMONICS-TO-NOISE RATIO OF A SAMPLED SOUND , 1993 .

[18]  Gianluca Esposito,et al.  Cry, Baby, Cry: Expression of Distress As a Biomarker and Modulator in Autism Spectrum Disorder , 2017, The international journal of neuropsychopharmacology.

[19]  Malcolm J. Crocker,et al.  Identification of noise sources on a residential split-system air-conditioner using sound intensity measurements , 2004 .

[20]  Sebastian Möller,et al.  Analysis of infant cries for the early detection of hearing impairment , 1997, Speech Commun..

[21]  Raymond D. Kent,et al.  Development of vocal tract length during early childhood: a magnetic resonance imaging study. , 2005, The Journal of the Acoustical Society of America.

[22]  H. Rothgänger,et al.  Analysis of the sounds of the child in the first year of age and a comparison to the language. , 2003, Early human development.

[23]  H. Lane,et al.  Development of the prosodic features of infant vocalizing. , 1968, Journal of Speech and Hearing Research.

[24]  Hugo Jair Escalante,et al.  Classifying infant cry patterns by the Genetic Selection of a Fuzzy Model , 2015, Biomed. Signal Process. Control..

[25]  K. Wermke,et al.  Developmental aspects of infant's cry melody and formants. , 2002, Medical engineering & physics.

[26]  W. Fitch,et al.  Morphology and development of the human vocal tract: a study using magnetic resonance imaging. , 1999, The Journal of the Acoustical Society of America.

[27]  R. Barr,et al.  Acoustic characteristics of naturally occurring cries of infants with "colic". , 1997, Child development.

[28]  K. Wermke,et al.  Spectral Analysis of Prespeech Sounds (Spontaneous Cries) in Infants with Unilateral Cleft Lip and Palate (UCLP): A Pilot Study , 2002 .

[29]  P. Setoh,et al.  Physiological responses to dyadic interactions are influenced by neurotypical adults' levels of autistic and empathy traits , 2016, Physiology & Behavior.

[30]  E. Garne,et al.  Evaluation of prenatal diagnosis of congenital heart diseases by ultrasound: experience from 20 European registries , 2001, Ultrasound in obstetrics & gynecology : the official journal of the International Society of Ultrasound in Obstetrics and Gynecology.