• Email info@annpnc.org
  • Address 848 N. Rainbow Blvd. #5486 Las Vegas, NV 89107, USA
Volume 1, Issue 1
Article Type: Review Article

The language of the neonates: Understanding and responding to nonverbal communication in neonatal care

Shivani Phugat; Prabudh Goel*

Department of Paediatric Surgery, All India Institute of Medical Sciences, New Delhi, India.

*Corresponding author:  Prabudh Goel
Professor of Paediatric Surgery, All India Institute of Medical Sciences, New Delhi, India.
Email ID: drprabudhgoel@gmail.com
Tel: +91-9999944511

Received: Apr 08, 2025
Accepted: May 18, 2025
Published Online: May 25, 2025
Journal: Annals of Pediatrics and Neonatal Care
Copyright: Agarwal S et al. © All rights are reserved

Citation: Phugar S, Goel P. The language of the neonates: Understanding and responding to nonverbal communication in neonatal care. Ann Pediatr Neonatal Care. 2025; 1(1): 1009.

Abstract

Neonates, despite their inability to verbalize, possess sophisticated communication systems that convey their physiological and emotional states through behavioral and autonomic signals. Effective communication with neonates represents a critical skill for healthcare professionals in neonatal care settings. Unlike verbal communication with older patients, neonatal communication relies on interpreting subtle behavioral, physiological, and autonomic signals. This review examines the current evidence on neonatal communication patterns, assessment tools, and clinical applications. Special emphasis is placed on the role of observational assessment and parental involvement in understanding neonatal cues. Evidence suggests that structured observation protocols and parent education significantly improve clinical outcomes and parentinfant bonding. Recommendations for clinical practice include integrated communication-based care models that recognize the neonate as an active communicator rather than a passive recipient of care. This paradigm shift towards communication-centered neonatal care has implications for pain management, developmental support, and early detection of pathological conditions.

Introduction

The neonatal period is a crucial phase of rapid development and adjustment to life outside the womb, during which infants must develop effective ways to communicate their needs. Unlike older patients who can articulate their experiences, neonates depend solely on nonverbal behavioral and physiological cues to convey their states, needs, and reactions to their surroundings. This is particularly significant given that newborns experience pain more intensely and for a longer duration than adults [1]. Historically, neonates were viewed as having limited capacity for meaningful communication, but research over the past four decades has demonstrated sophisticated communication systems that, when properly interpreted, can guide clinical care [2-3].

The clinical significance of understanding neonatal communication extends beyond basic care to influence medical decision-making, pain management, neurodevelopmental support, and early detection of pathology. Samane et al (2022) [4] demonstrated that care protocols based on reading and responding to infant behavioral cues resulted in improved short and long-term outcomes for preterm infants, including reduced ventilation days, earlier oral feeding, and improved neurodevelopmental outcomes.

Clinical vignette: Nurse Sharma, with 15 years of NICU experience, noticed subtle changes in baby Riya’s facial expressions and limb movements during a routine assessment. Though vital signs remained stable, she recognized these as stress cues and adjusted her positioning. Within minutes, her oxygen saturation improved by 5%. When asked how she knew, she replied, “She was telling me she was uncomfortable—I just needed to listen”.

Physiological basis of neonatal communication

Neurological development and communication capacity

The neurological foundation for neonatal communication begins during fetal development but continues to evolve rapidly after birth. Many studies have documented that by 32 weeks gestation, the neural pathways necessary for processing sensory information and generating organized responses are established, though significant maturation continues throughout the first year of life [5-7]. This neurological architecture enables neonates to detect, process, and respond to environmental stimuli in increasingly organized ways.

Cortical and subcortical structures involved in communication include the limbic system (amygdala), autonomic nervous system, and cortical networks that modulate attention, arousal, and basic information processing (Figure 1).

Figure 1: Limbic system.

Sensory systems as communication channels

Each sensory system contributes uniquely to neonatal communication:

Tactile system: The most developmentally mature sensory system at birth serves as a primary channel for both receiving and expressing communication. Ellingsen et al (2016) [8] found that carefully calibrated touch can elicit specific behavioral and cortical responses that indicate comfort or distress in newborns.

Auditory system: Functional from approximately 24 weeks gestation, allows neonates to recognize and respond differentially to familiar voices. A meta-analysis documented the beneficial effects of maternal voice simulation on heart rate stability and oxygen saturation [9] demonstrating not only recognition but communication of preference through behavioral state changes.

Visual system: Though immature at birth with acuity limited to approximately 30 cm, supports the development of face recognition and social engagement. Eye contact, gaze aversion, and visual tracking provide important communicative signals, particularly regarding attention capacity and social interest [10].

Olfactory system: Allows recognition of maternal scent and breast milk. Various studies have demonstrated that neonates communicate preference through orientating behaviors toward maternal scent within hours of birth [11-13].

Primary modes of neonatal communication

Vocalization patterns

The neonatal cry represents the most obvious communication signal and has been extensively studied. Acoustic analysis has identified specific cry parameters that communicate distinct needs or conditions:

Basic cry parameters with communicative value:

• Fundamental frequency (pitch)

• Duration and rhythmicity

• Melodic contours

• Presence of dysphonation or hyperphonation

Several studies [14-17] have tried to analyse the different cries of newborns and found that specific cry characteristics correlated with particular conditions:

• Pain cries: characterized by higher pitch, longer duration, and shorter latency to peak intensity [16]

• Hunger cries: rhythmic pattern with moderate intensity [17-18]

• Fatigue cries: lower intensity with irregular patterns

Non-cry vocalizations (coos, grunts, sighs) also carry communicative intent, particularly regarding respiratory effort and comfort level [19].

Parent perspective: “I never knew babies had different cries until my daughter Shikha was born premature,” recalls Meera, mother of a 32-week preemie. “Within days, I could distinguish between her hungry cry—rhythmic and building in intensity— and her pain cry, which started suddenly and pierced my heart. Her medical team taught me that recognizing these differences wasn’t just intuitive; it was science.”

Body language and motor signals

Motor behavior comprises a rich communication system, with different movements and postures signaling distinct physiological and emotional states:

Posture and tone:

• Flexion: typically signals security and self-regulation

• Extension: may indicate distress, pain, or neurological issues

• Asymmetrical posturing: often signals discomfort or neurological dysfunction

Limb movements:

• Smooth, coordinated movements: typically indicate an organized state

• Frantic, disorganized movements: often signal distress

• Tremors: may indicate stress, withdrawal, or neurological issues

Prechtl (1990) [20] established that general movement assessment provides valuable information about neurological integrity and developmental trajectory, demonstrating how motor behavior serves both immediate communication and prognostic indicators.

Facial expressions

Facial expressions represent one of the most readable communication channels in neonates. Distinct facial configurations have been reliably associated with specific states:

Pain expressions such as brow bulge, eye squeeze, nasolabial furrow, open lips, stretched mouth and taut tongue form the basis of the Neonatal Facial Coding System (NFCS), which Grunau et al. (1987) [21] validated as a reliable measure of pain in both term and preterm infants.

Figure 2: Displays a neonatal facial expression guide for clinical interpretation.

Table 1: Neonatal communication signals and clinical interpretations.
Communication Channel Observable Signs Potential Interpretation Recommended Response
Vocalization High-pitched, intense cry with short latency to peak Pain or acute distress Prompt assessment for source of pain; appropriate analgesia; containment support
Rhythmic, moderate intensity cry with building pattern Hunger Offer feeding; assess feeding readiness cues
Low intensity cry with irregular patterns Fatigue Reduce stimulation; support sleep transitions; postpone non-urgent procedures
Grunting, sighing Respiratory effort; self-regulation attempt Monitor respiratory status; support positioning
Body Language Flexed posture, hands to midline Security; self-regulation Maintain supportive positioning; positive reinforcement
Extended posture, arching Distress; discomfort; neurological issue Reduce stimuli; containment support; neurological assessment if persistent
Smooth, coordinated movements Organized state; neurological integrity Continue current care approach; opportunity for engagement
Frantic, disorganized movements Overwhelming stress or stimuli Reduce environmental stimuli; provide boundaries; containment holding
Tremors Stress; withdrawal; neurological concern Medical evaluation; consider metabolic factors; swaddling support
Facial Expressions Brow bulge, eye squeeze, nasolabial furrow Pain Pain assessment; appropriate management; comfort measures
Bright eyes, smooth brow, focused gaze Attention/interest; optimal interaction state Opportunity for engagement; social interaction
Relaxed face, subtle smile Pleasure/contentment Positive reinforcement; opportunity to strengthen bonding
Glazed eyes, drooping eyelids Fatigue/disengagement End stimulation; support sleep transition
Autonomic Indicators Stable heart rate with normal variability Physiological regulation; comfort Continue current care approach
Tachycardia Stress; pain; fever Comprehensive assessment; reduce stressors; pain evaluation
Bradycardia Severe distress; vagal response; neurologi- cal issue Immediate medical evaluation; support ventilation if needed
Regular breathing Physiological stability Continue current care approach
Irregular breathing; pauses Stress; immature respiratory control Positioning support; respiratory assessment; monitor closely
Mottled skin Temperature instability; stress response Thermoregulation support; reduce environmental stressors
Circumoral cyanosis Respiratory compromise Oxygen assessment; positioning; respiratory support as needed

Note: This table provides general guidelines. Individual neonates may display unique communication patterns that become recognizable with consistent observation. Integration of multiple channels provides the most accurate interpretation

Autonomic and physiological indicators

Physiological parameters serve as a communication system that bypasses conscious control (Table 1).

Johnston et al (2019) demonstrated that subtle changes in heart rate variability often precede clinical deterioration by hours, highlighting how physiological communication can provide early warning signs before overt behavioral changes are visible [22].

The role of observation in neonatal assessment

Structured observation techniques

Systematic observation represents the cornerstone of interpreting neonatal communication. Several validated assessment tools formalize this process:

The neonatal behavioral assessment scale (NBAS): Developed by Brazelton and colleagues (1995) [23], the NBAS evaluates 28 behavioral items and 18 reflexes. The NBAS has demonstrated utility in identifying individual differences in communication styles and guiding personalized care approaches.

Assessment of preterm infant behavior (APIB): Als et al. (2012) [24] developed a specialized observational tool for preterm infants that examines interactions across the following subsystems: (i) Physiology, (ii) Motor, (iii) State, (iv) Attention/ Interaction, (v) Regulatory, and (vi) Examiner Facilitation.

The APIB enables clinicians to identify thresholds at which communication signals indicate stress versus stability, guiding appropriately timed interventions.

Technology-assisted observation

Emerging technologies enhance observational capacity:

Video analysis systems: The video recording of children with subsequent analysis improves detection of subtle communication signals often missed in real-time observation, particularly brief expressions of pain or stress that might occur [25].

Physiological monitoring integration: Lungu et al. (2024) [26] developed systems that integrate behavioral observations with physiological monitoring (heart rate, oxygen saturation, respiratory rate, skin temperature), creating multimodal communication profiles that improved detection of sepsis by 6-48 hours before clinical diagnosis.

The role of parents in understanding neonatal communication

Parental attunement and responsiveness

Parents naturally develop specialized expertise in reading their infant’s unique communication patterns. This process of attunement begins prenatally and accelerates after birth. Feldman et al. (2014) documented that by two weeks postpartum, mothers could distinguish their infant’s cries from those of other neonates [27-28] as it evokes a unique pattern of neural responses [29], demonstrating rapid learning of individual communication signatures.

The parent-infant communication system operates bidirectionally (Figure 3).

Figure 3: The parent-infant communication system.

Family journey: When twins Karan and Arjun were born at 34 weeks, their father felt overwhelmed by the NICU environment. “The monitors and alarms were my guide at first,” he explains. “But after participating in the parent communication workshop, I started noticing how Karan would bring his hand to his face when overstimulated, while Arjun would hiccup when he needed burping. Understanding these personal ‘languages’ transformed me from a visitor to their dad—someone who truly knew them.”

Supporting parents as primary interpreters

Evidence indicates that structured education enhances parental competence in interpreting neonatal signals. Two studies [4,30] have evaluated how teaching mothers to provide behavioral cue-based feeding and found to have several positive effects on the health of the infants’ including greater weight gain, head circumference and fewer oxygen desaturations.

Communication-based care models

Individualized developmental care

Newborn Individualized Developmental Care and Assessment Program (NIDCAP) [31] represents the most comprehensive application of communication-based care. This approach uses detailed behavioral observations to create individualized care plans responsive to each infant’s unique communication patterns.

Evidence for NIDCAP effectiveness: A systematic review by Wallin and Eriksson (2009) [32] examined the effects of the NI-DCAP based on six randomized controlled trials. The findings indicated several benefits, including enhanced psychomotor development, reduced duration of ventilation or CPAP support, shorter dependence on supplemental oxygen, and improved growth in weight and head circumference.

Figure 4: A communication-based model.

A communication-based model can guide clinical decisionmaking and improve outcomes (Figure 4).

Family-centered communication approaches

Family Integrated Care (FICare) models incorporate parents as primary caregivers who read and respond to infant cues with professional support. Studies [33-36] found that FICare implementation resulted in:

• Improved weight gain

• Reduced parental stress and anxiety

• Increased breastfeeding rates

• Higher parent satisfaction and confidence

• Earlier discharge

The success of these models demonstrates the clinical value of prioritizing the parent-infant communication system as a cornerstone of neonatal care.

Clinical applications of neonatal communication interpretation

Pain assessment and management

Pain assessment represents one of the most critical applications of neonatal communication interpretation. A systematic review in 2021 [37] identified 20 previously published pain scales while a previous systematic review had identified 65 scales related to assess pain and sedation levels in neonates out of which only 28 were tested for construct validity, internal consistency, and interrater reliability [38]. There are different scales available for pain assessment as Premature Infant Pain Profile Revised (PIPP-R) [39], COMFORT-B [40], Early Feeding Skills Assessment (EFS) [41] and many more as given in Table 2.

Interdisciplinary approach: During a heel stick procedure for baby Sonia, the coordinated care team demonstrated how neonatal communication guide practice. The phlebotomist paused when Sonia displayed disengagement cues (finger splaying, gaze aversion), allowing the nurse to provide containment holding and a pacifier. The procedure resumed only when Sonia displayed regulation cues. This responsive approach reduced the procedure time by 40% and minimized recovery time, as documented in her chart: “Communication-responsive care applied during an invasive procedure with a positive outcome.”

Units implementing feeding protocols based on these communication signals reported:

• Earlier transition to full oral feeding

• Fewer feeding-related adverse events

• Improved weight gain trajectories

• Higher parental confidence

Table 2: Structured observation tools for neonatal assessment.
• Recovery
Assessment Tool Developer & Year Target Population Key Components Validation Status Clinical Utility
Neonatal Behav- ioral Assessment Scale (NBAS) Brazelton et al. [23] Full-term and stable preterm infants • 28 behavioral items
• 18 reflexes
• Stress responses
Extensively validated across diverse populations and cultures • Identification of individual communication styles
• Guide for personalized care
• Parent education tool
• Prediction of developmental trajectories
Assessment of Preterm Infant Behavior (APIB) Als et al. [24] Preterm infants • Physiological subsystem
• Motor subsystem
• State subsystem
• Attention/ Interaction
• Self-regulation
• Examiner facilitation
Validated in NICU populations; strong inter rater-reliability • Identification of stress thresholds
• Guide for NIDCAP interventions
• Documentation of neurobehavioral organization
• Measurement of intervention effectiveness
Neonatal Facial Coding System (NFCS) Grunau & Craig [21] Term and preterm infants • Brow bulge
• Eye squeeze
• Nasolabial furrow
• Open lips
• Stretched mouth
• Taut tongue
• Lip pursuing
• Chin Quiver
Validated for pain assessment with high specificity • Objective pain assessment
• Research tool for procedural interventions
• Training tool for clinicians
• Documentation of pain response
Premature Infant Pain Profile Revised (PIPP-R) Stevens et al. [39] Preterm and term infants • Contextual factors (gestational age, behavioral state)
• Physiological indicators (heart rate, oxygen saturation)
• Facial actions
Validated with excellent psychometric properties across gestational ages • Comprehensive pain assessment
• Guide for analgesic interventions
• Quality improvement metric
• Research tool
COMFORT-B Scale Dijk et al. [40] NICU & PICU patients • Alertness
• Calmness/Agitation
• Respiratory response
• Physical movement
• Blood pressure
• Heart rate
• Muscle tone
• Facial tension
Validated for pain and sedation assessment • Sedation management
• Post-operative pain assessment
• Procedural distress monitoring
• Ventilated infant assessment
Early Feeding Skills Assessment (EFS) Thoyre et al. [41] Infants upto 6 months • Readiness cues
• Respiratory regulation
• Oral-Motor function
• Swallowing coordination
• Feeding engagement
• Physiological stability
Validated for preterm feeding assessment • Feeding protocol development
• Prevention of feeding complications
• Parental education
• Discharge readiness
Table 3: Guidelines for optimizing neonatal communication.
Communication domain Evidence-based recommendation Practical application Expected outcome
Environmental context Minimize noxious stimuli during communication attempts • Reduce ambient noise to <45dB
• Dim lights during interactions
• Cluster care activities
• Create "quiet hours"
• Improved signal clarity
• Enhanced attention capacity
• More organized behavioral responses
• Reduced stress biomarkers
Timing & pacing Match communication attempts to infant state and readiness • Observe for "alert quiet" state before interaction
• Respect sleep cycles
• Allow 5-10 seconds for response
• Monitor autonomic stability
• Higher quality interactions
• Reduced energy expenditure
• Better self-regulation
• Appropriate developmental stimulation
Multisensory approach Layer communication channels strategically • Begin with containment touch before visual stimulus
• Add voice only after touch is well-tolerated
• Introduce one sensory channel at a time
• Observe for integration versus overload
• Improved sensory processing
• Enhanced self-regulation
• Appropriate neurodevelopmental support
• Prevention of sensory defensiveness
Contingent responsiveness Respond promptly and appropriately to infant signals • Acknowledge all communication attempts
• Modify approach based on feedback
• Document individual patterns
• Share observations across care team
• Reinforcement of communication efforts
• Development of secure attachment
• Enhanced brain connectivity
• Reduced stress responses
Touch communication Use calibrated touch as primary communication channel • Begin with firm, still containing touch
• Avoid light, ticklish touch
• Use hand swaddling during procedures
• Teach parents appropriate touch modalities
• Improved physiological stability
• Enhanced pain tolerance
• Better sleep organization
• Appropriate sensory development
Vocal communication Optimize vocal characteristics when speaking to infants • Use higher pitched, melodic speech
• Speak at 15-30 cm distance
• Allow longer pauses between phrases
• Match tone to desired state (calming vs. alerting)
• Enhanced auditory processing
• Improved language outcomes
• Stronger parent-infant bonding
• Better state regulation
Parent professional partner- ship communication domain Promote parents as primary communication interpreters • Involve parents in rounds discussions
• Document parent observations
• Create communication journals
• Validate parental interpretations
• Increased parental confidence
• Improved care continuity
• Enhanced infant self-regulation
• Earlier recognition of changes
Documentation Systematically record communi- cation patterns • Create standardized communication section in chart
• Document both stress and engagement cues
• Note changes over time
• Include parent observations
• Individualized care planning
• Earlier detection of pathology
• Improved handoff quality
• Enhanced continuity of care

Guidelines for communicating with neonates

Table 3 provides guidelines for healthcare professionals and parents to optimize communication with neonates.

Figure 5: Neonatal communication.

Future directions and research needs

Despite significant advances in understanding neonatal communication, important knowledge gaps remain:

Biomarker correlation: Research integrating behavioral observations with biomarkers of stress, inflammation, and neurological function could enhance interpretation accuracy. Barbeau et al. (2019) [42] have begun this work by correlating heart rate characteristics with inflammatory markers with hypoxic-ischemic encephalopathy, but more comprehensive models are needed.

Machine learning applications: Artificial intelligence techniques hold promise for identifying subtle communication patterns. Several studies [43-44] have attempted to develop algorithms capable of distinguishing pain-related cries or assessing pain through facial expressions. However, this field is still in its early stages and requires further research.

Conclusion

The interpretation of neonatal communication represents a sophisticated clinical skill that bridges physiological understanding with behavioral observation. This review has demonstrated that neonates, far from being passive recipients of care, actively communicate their needs, preferences, and responses to interventions through an intricate system of behavioral and physiological signals. When properly interpreted, these communication patterns provide invaluable guidance for clinical decision-making and individualized care.

Neonatal communication occurs through multiple intersecting channels—vocalization, body language, facial expressions, and autonomic indicators—each providing complementary information about the infant’s state. The evidence presented throughout this review highlights how structured observation techniques and validated assessment tools significantly enhance clinicians’ ability to accurately interpret these communication signals, particularly when integrated with physiological monitoring. Parents naturally develop specialized expertise in recognizing their infant’s unique communication patterns, making them essential partners in interpreting and responding to neonatal signals.

By recognizing neonates as active communicators and developing the skills to interpret their signals accurately, clinicians and parents can provide care that not only addresses immediate needs but also supports optimal neurodevelopment. This approach transforms neonatal care from a primarily task-oriented practice to a relationship-based model that honors the neonate’s capacity for meaningful interaction and self-regulation.

References

  1. Mathew PJ, Mathew JL. Assessment and management of pain in infants. Postgrad Med J. 2003; 79: 438-43.
  2. Cross I. Communicative development: Neonate crying reflects patterns of native-language speech. Current Biology. 2009; 19: R1078-9.
  3. Nagy E. From imitation to conversation: The first dialogues with human neonates. Infant and Child Development: An International Journal of Research and Practice. 2006; 15: 223-32.
  4. Samane S, Yadollah ZP, Marzieh H, Karimollah HT, Reza ZM, Afsaneh A, et al. Cue-based feeding and short-term health outcomes of premature infants in newborn intensive care units: a non-randomized trial. BMC Pediatr. 2022; 22: 23.
  5. Fransson P, Åden U, Blennow M, & Lagercrantz H. The functional architecture of the infant brain as revealed by resting-state fMRI. Cerebral Cortex. 2011; 21: 145–154.
  6. Gao W, Alcauter S, Elton A, Hernandez-Castillo CR, Smith JK, Ramirez J, et al. Functional network development during the first year: Relative sequence and socioeconomic correlations. Cerebral Cortex. 2015; 25: 2919–2928.
  7. Grayson DS, Fair DA. Development of large-scale functional networks from birth to adulthood: A guide to the neuroimaging literature. Neuroimage. Advance online publication. 2017.
  8. Ellingsen DM, Leknes S, Løseth G, Wessberg J, Olausson H. The Neurobiology Shaping Affective Touch: Expectation, Motivation, and Meaning in the Multisensory Context. Front Psychol. 2016; 6: 1986.
  9. Jin L, Zhang J, Yang X, Rong H. Maternal voice reduces procedural pain in neonates: A meta-analysis of randomized controlled trials. Medicine (Baltimore). 2023; 102: e33060.
  10. Hyvärinen L, Walthes R, Jacob N, Chaplin KN, Leonhardt M. Current Understanding of What Infants See. Curr Ophthalmol Rep. 2014; 2: 142-149.
  11. Porter R, Winberg J. Unique salience of maternal breast odors for newborn infants. Neuroscience & Biobehavioral Reviews. 1999; 23: 439-49
  12. Macfarlane A. Olfaction in the development of social preferences in the human neonate. InCiba Foundation Symposium 33-Parent-Infant Interaction 1975: 103-117.
  13. Makin JW, Porter RH. Attractiveness of lactating females’ breast odors to neonates. Child development. 1989: 803-10
  14. Ji C, Mudiyanselage TB, Gao Y, et al. A review of infant cry analysis and classification. J AUDIO SPEECH MUSIC PROC. 2021: 8.
  15. Chittora A, Patil HA. Newborn infant’s cry analysis. Int J Speech Technol. 2016; 19: 919–928.
  16. Corvin S, Fauchon C, Patural H, Peyron R, Reby D, Theunissen F, et al. Pain cues override identity cues in baby cries. Iscience. 2024: 27.
  17. Carollo A, Montefalcone P, Bornstein MH, Esposito G. A Scientometric Review of Infant Cry and Caregiver Responsiveness: Literature Trends and Research Gaps over 60 Years of Developmental Study. Children (Basel). 2023; 10: 1042.
  18. Laguna A, Pusil S, Bazán À, Zegarra-Valdivia JA, Paltrinieri AL, Piras P, et al. Multi-modal analysis of infant cry types characterization: Acoustics, body language and brain signals. Computers in Biology and Medicine. 2023; 167: 107626.
  19. Kamiloğlu RG, Sauter DA. Voices without words: the spectrum of nonverbal vocalisations. European Review of Social Psychology. 2024: 1–36.
  20. Prechtl HFR. Qualitative changes of spontaneous movements in fetus and preterm infants are a marker of neurological dysfunction. Early Hum. Dev. 1990; 23: 151–158.
  21. Grunau RV, Craig KD. Pain expression in neonates: facial action and cry. Pain. 1987; 28: 395-410
  22. Johnston BW, Barrett-Jolley R, Krige A, Welters ID. Heart rate variability: Measurement and emerging use in critical care medicine. J Intensive Care Soc. 2020; 21: 148-157.
  23. Brazelton TB, Nugent JK. Neonatal behavioral assessment scale. Cambridge University Press; 1995.
  24. Als H, Butler S, Kosta S, McAnulty G. The Assessment of Preterm Infants’ Behavior (APIB): Furthering the understanding and measurement of neurodevelopmental competence in preterm and full-term infants. Mental Retardation and Developmental Disabilities Research Reviews. 2005; 11: 94-102.
  25. Cattani L, Alinovi D, Ferrari G, Raheli R, Pavlidis E, Spagnoli C, et al. Monitoring infants by automatic video processing: A unified approach to motion analysis. Comput Biol Med. 2017; 80: 158165.
  26. Lungu N, Popescu DE, Jura AMC, Zaharie M, Jura MA, Roșca I, et al. Enhancing Early Detection of Sepsis in Neonates through Multimodal Biosignal Integration: A Study of Pulse Oximetry, Near-Infrared Spectroscopy (NIRS), and Skin Temperature Monitoring. Bioengineering (Basel). 2024; 11: 681.
  27. Formby D. Maternal recognition of infant’s cry. Dev. Med. Child Neurol. 1967; 9: 293–298.
  28. Valanne EH, Vuorenkoski V, Partanen TJ, Lind J, Wasz-Höckert O. The ability of human mothers to identify the hunger cry signals of their own new-born infants during the lying-in period. Experientia. 1967; 23: 768-9.
  29. Swain JE, Tasgin E, Mayes LC, Feldman R, Constable RT, Leckman JF. Maternal brain response to own baby-cry is affected by cesarean section delivery. J Child Psychol Psychiatry. 2008; 49: 104252.
  30. El Aziz R, Abd El Aziz S. Effect of Implementation of Cue Based Feeding Technique on Premature Infant Feeding Outcomes and Parent Satisfaction. IOSR J Nurs Health Sci (IOSR-JNHS). 2017; 6: 55-67.
  31. Als H, Lawhon G, Brown E, Gibes R, Duffy FH, McAnulty G, et al. Individualized behavioral and environmental care for the very low birth weight preterm infant at high risk for bronchopulmonary dysplasia: neonatal intensive care unit and developmental outcome. Pediatrics.
  32. Wallin L, Eriksson M. Newborn Individual Development Care and Assessment Program (NIDCAP): a systematic review of the literature. Worldviews on Evidence-Based Nursing. 2009; 6: 54-69.
  33. O’Brien K, Bracht M, Macdonell K, McBride T, Robson K, O’Leary L, et al. A pilot cohort analytic study of Family Integrated Care in a Canadian neonatal intensive care unit. BMC Pregnancy Childbirth. 2013; 13: S12.
  34. O’Brien K, Robson K, Bracht M, Cruz M, Lui K, Alvaro R, et al. Effectiveness of family integrated care in neonatal intensive care units on infant and parent outcomes: a multicentre, multinational, cluster-randomised controlled trial. The Lancet Child & Adolescent Health. 2018; 2: 245-54.
  35. Cheng C, Franck LS, Ye XY, Hutchinson SA, Lee SK, O’Brien K. Evaluating the effect of Family Integrated Care on maternal stress and anxiety in neonatal intensive care units. J Reprod Infant Psychol. 2021; 39: 166-179.
  36. He Sw, Xiong Ye, Zhu Lh, et al. Impact of family integrated care on infants’ clinical outcomes in two children’s hospitals in China: a pre-post intervention study. Ital J Pediatr. 2018; 44: 65.
  37. Olsson E, Ahl H, Bengtsson K, Vejayaram DN, Norman E, Bruschettini M, Eriksson M. The use and reporting of neonatal pain scales: a systematic review of randomized trials. Pain. 2021; 162: 353-360.
  38. Giordano V, Edobor J, Deindl P, Wildner B, Goeral K, Steinbauer P, et al. Pain and sedation scales for neonatal and pediatric patients in a preverbal stage of development: a systematic review. JAMA pediatrics. 2019; 173: 1186-97
  39. Stevens BJ, Gibbins S, Yamada J, Dionne K, Lee G, Johnston C, Taddio A. The premature infant pain profile-revised (PIPP-R): initial validation and feasibility. Clin J Pain. 2014; 30: 238-43.
  40. van Dijk M, Peters JW, van Deventer P, Tibboel D. The COMFORT Behavior Scale: a tool for assessing pain and sedation in infants. Am J Nurs. 2005; 105: 33-6.
  41. Thoyre SM, Shaker CS, Pridham KF. The early feeding skills assessment for preterm infants. Neonatal Netw. 2005; 24: 7-16.
  42. Yasova Barbeau D, Krueger C, Huene M, Copenhaver N, Bennett J, Weaver M, et al. Heart rate variability and inflammatory markers in neonates with hypoxic-ischemic encephalopathy. Physiol Rep. 2019; 7: e14110.
  43. Zhang X, Zou Y, Liu Y. AICDS: an infant crying detection system based on lightweight convolutional neural network. In Lecture notes in computer science. 2018: 185–196.
  44. Ferreira LA, Carlini LP, Coutrin GAS, Heiderich TM, Balda RCX, Barros MCM, et al. Disclosing neonatal pain in real-time: AIderived pain sign from continuous assessment of facial expressions. Comput Biol Med. 2025; 189: 109908.