Abstract
Early intervention programs aim at improving cognitive and motor outcomes of preterm infants. Intensive custom-tailored training activities are usually accompanied by assessment procedures, which have shortcomings, such as subjectivity, complex setups, and need for structured environments. A novel sensorized system, called CareToy, was designed to provide stimulation in the form of goal-directed activity training scenarios and motor pattern assessment of main developmental milestones, such as rolling activity, grasping, and postural stability. A group of 28 differently skilled preterm infants were enrolled. Acquired measurement data were analysed with dedicated sensor data processing algorithms, along with clinical evaluation of motor ability. High correlation among technically determined parameters and Alberta Infant Motor Scale values was determined by Pearson correlation coefficients. Due to good accuracy and possibility of single motor skill subfield analysis, results confirm system suitability for motor ability assessment. Statistical analysis of inter-motor ability group and inter-training goal data comparisons demonstrate system’s appropriateness for goal-directed activity stimulation. The proposed system has evident potential of being an important contribution to the field of infant motor development assessment, expanding accessibility of early intervention programs and affecting rehabilitation effectiveness of preterm infants.
Similar content being viewed by others
Abbreviations
- AIMS:
-
Alberta infant motor scale
- AP:
-
Anterior-posterior
- ASD:
-
Autism spectrum disorders
- ASQ-3:
-
Ages & stages questionnaire® Third Edition
- CNS:
-
Central nervous system
- COP:
-
Centre-of-pressure
- EI:
-
Early intervention
- FA:
-
Forearm
- ICT:
-
Information and communication technology
- IMU:
-
Wireless magneto-inertial measurement unit
- IVH:
-
Intra-ventricular haemorrhage
- ML:
-
Medial–lateral
- NDD:
-
Neurodevelopmental disorders
- PVL:
-
Periventricular leukomalacia
- ROM:
-
Range-of-motion
- UKF:
-
Unscented Kalman filter
References
Adde, L., M. Rygg, K. Lossius, G. K. Øberg, and R. Støen. General movement assessment: Predicting cerebral palsy in clinical practise. Early Hum. Dev. 83(1):13–18, 2007.
Allanson, J. E., K. W. Gripp, and A. M. Slavotinek. Handbook of Physical Measurements. New York: Oxford University Press, p. 520, 2007.
Allievi, A. G., T. Arichi, A. L. Gordon, and E. Burdet. Technology-aided assessment of sensorimotor function in early infancy. Front. Neurol. 5(197):1–10, 2014.
Benzies, K. M., J. E. Magill-Evans, K. A. Hayden, and M. Ballantyne. Key components of early intervention programs for preterm infants and their parents: A systematic review and meta-analysis. BMC Pregnancy Childbirth 13(Suppl. 1):S10, 2013.
Beravs, T., J. Podobnik, and M. Munih. Three-axial accelerometer calibration using Kalman filter covariance matrix for online estimation of optimal sensor orientation. IEEE Trans. Instrum. Meas. 61(9):2501–2511, 2012.
Blencowe, H., S. Cousens, M. Oestergaard, D. Chou, A. B. Moller, R. Narwal, A. Adler, C. V. Garcia, S. Rohde, L. Say, and J. E. Lawn. National, regional, and worldwide estimates of preterm birth rates in the year 2010 with time trends since 1990 for selected countries: a systematic analysis and implications. Lancet 379(9832):2162–2172, 2012.
Campolo, D., C. Laschi, F. Keller, and E. Guglielmelli. A mechatronic platform for early diagnosis of neurodevelopmental disorders. Adv. Robot. 21(10):1131–1150, 2007.
Campolo, D., F. Taffoni, D. Formica, J. Iverson, L. Sparaci, F. Keller, and E. Guglielmelli. Embedding inertial-magnetic sensors in everyday objects: Assessing spatial cognition in children. J. Integr. Neurosci. 11(1):103–116, 2012.
Cecchi, F., G. Sgandurra, M. Mihelj, L. Mici, J. Zhang, M. Munih, G. Cioni, C. Laschi, P. Dario and the CareToy Consortium. CareToy: an intelligent baby gym for intervention at home in infants at risk for Neurodevelopmental Disorders. IEEE Robotics Automation Magazine, in press.
Cioni, G., E. Inguaggiato, and G. Sgandurra. Early intervention in neurodevelopmental disorders: Underlying neural mechanism. Dev. Med. Child Neurol. 58(S4):61–66, 2016.
Cioni, G., and G. Sgandurra. Normal psychomotor development. Handb. Clin. Neurol. 111:3–15, 2013.
Darrah, J., M. Piper, and M. J. Watt. Assessment of gross motor skills of at-risk infants: Predictive validity of the Alberta Infant Motor Scale. Dev. Med. Child Neurol. 40(7):485–491, 1998.
Deffeyes, J. E., R. T. Harbourne, A. Kyvelidou, W. A. Stuberg, and N. Stergiou. Nonlinear analysis of sitting postural sway indicates developmental delay in infants. Clin. Biomech. 24(7):564–570, 2009.
Del Maestro, M., F. Cecchi, S. M. Serio, C. Laschi, and P. Dario. Sensing device for measuring infants’ grasping actions. Sens. Actuators A Phys. 165(2):155–163, 2011.
Doyle, L. W. Evaluation of neonatal intensive care for extremely low birth weight infants in Victoria over two decades: I. Effectiveness. Pediatrics 113(3, Pt. 1):505–509, 2004.
Dusing, S. C., A. Kyvelidou, V. S. Mercer, and N. Stergiou. Infants born preterm exhibit different patterns of center-of-pressure movement than infants born at full term. Phys. Ther. 89(12):1354–1362, 2009.
Dusing, S., V. Mercer, B. Yu, M. Reilly, and D. Thorpe. Trunk position in supine of infants born preterm and at term: an assessment using a computerized pressure mat. Pediatr. Phys. Ther. 17(1):2–10, 2005.
Gajdosik, R. L., and R. W. Bohannon. Clinical measurement of range of motion: review of goniometry emphasizing reliability and validity. Phys. Ther. 67(12):1867–1872, 1987.
Gima, H., S. Ohgi, S. Morita, H. Karasuno, T. Fujiwara, and K. Abe. A dynamical system analysis of the development of spontaneous lower extremity movements in newborn and young infants. J. Physiol. Anthropol. 30(5):179–186, 2010.
Jeng, S., L. Chen, and K. Yau. Kinematic analysis of kicking movements in preterm infants with very low birth weight and full-term infants. Phys. Ther. 82(2):148–159, 2002.
Karch, D., K. S. Kang, K. Wochner, H. Philippi, M. Hadders-Algra, J. Pitez, and H. Dickhaus. Kinematic assessment of stereotypy in spontaneous movements in infants. Gait Posture 36(2):307–311, 2012.
Karch, D., K. S. Kim, K. Wochner, J. Pietz, H. Dickhaus, and H. Philippi. Quantification of the segmental kinematics of spontaneous infant movements. J. Biomech. 41(13):2860–2867, 2008.
Kyvelidou, A., R. T. Harbourne, V. K. Shostrom, and N. Stergiou. Reliability of center of pressure measures for assessing the development of sitting postural control in infants with or at risk of cerebral palsy. Arch. Phys. Med. Rehab. 91(10):1593–1601, 2010.
Lee, H. M., and J. C. Galloway. Early intensive postural and movement training advances head control in very young infants. Phys. Ther. 92(7):935–947, 2012.
Lundqvist-Persson, C., G. Lau, P. Nordin, E. Bona, and K. G. Sabel. Preterm infants’ early developmental status is associated with later developmental outcome. Acta Paediatr. 101(2):172–178, 2012.
Meinecke, L., N. Breitbach-Faller, C. Bartz, R. Damen, G. Rau, and C. Disselhorst-Klug. Movement analysis in the early detection of newborns at risk for developing spasticity due to infantile cerebral palsy. Hum. Mov. Sci. 25(2):125–144, 2006.
Morgan, C., I. Novak, and N. Badawi. Enriched environments and motor outcomes in cerebral palsy: systematic review and meta-analysis. Pediatrics 132(3):e735–746, 2013.
Muir, S. W., C. L. Corea, and L. Beaupre. Evaluating change in clinical status: Reliability and measures of agreement for the assessment of glenohumeral range of motion. North Am. J. Sports Phys. Ther. 5:98–110, 2010.
Norman, D. A. Affordance, conventions, and design. Interactions 6(3):38–43, 1999.
Novak, I. A magical moment in research translation: Strategies for providing high intensity bimanual therapy. Dev. Med. Child Neurol. 55(6):491, 2013.
Ohgi, S., S. Morita, K. K. Loo, and C. Mizuike. Time series analysis of spontaneous upper extremity movements of premature infants with brain injuries. Phys. Ther. 88(9):1022–1033, 2008.
Park, E. S., J. W. Joo, S. A. Kim, D. W. Rha, and S. J. Jung. Reliability and validity of the upper limb Physician’s rating scale in children with cerebral palsy. Yonsei Med. J. 56(1):271–276, 2015.
Passetti, G., F. Cecchi, I. Baldoli, G. Sgandurra, E. Beani, G. Cioni, C. Laschi, and P. Dari (2015). Sensorized toys for measuring manipulation capabilities of infants at home. In IEEE 37th International Conference on Engineering in Medicine and Biology Society (EMBC) (pp. 7390–7393).
Piper, M. C., and J. Darrah. Motor Assessment of the Developing Infant. Pennsylvania: W.B. Saunders Company, 1994.
Pratesi, A., F. Cecchi, E. Beani, G. Sgandurra, G. Cioni, C. Laschi, and P. Dario. A new system for quantitative evaluation of infant gaze capabilities in a wide visual field. Biomed. Eng. Online 14(83):1–16, 2015.
Prieto, T. E., J. B. Myklebust, R. G. Hoffmann, E. G. Lovett, and B. M. Myklebust. Measures of postural steadiness: differences between healthy young and elderly adults. IEEE Trans. Biomed. Eng. 43:956–966, 1996.
Rihar, A., M. Mihelj, J. Pašič, J. Kolar, and M. Munih. Infant trunk posture and arm movement assessment using pressure mattress, inertial and magnetic measurement units (IMUs). J. Neuroeng. Rehabil. 11(1):133, 2014.
Serio, S. M., F. Cecchi, T. Assaf, C. Laschi, and P. Dario. Design and development of a sensorized wireless toy for measuring infants’ manual actions. IEEE Trans. Neural Syst. Rehabil. 21(3):444–453, 2013.
Sgandurra, G., L. Bartalena, F. Cecchi, G. Cioni, M. Giampietri, G. Greisen, A. Herskind, E. Inguaggiato, J. Lorentzen, J. B. Nielsen, M. Orlando, and P. Dario. A pilot study on early home-based intervention through an intelligent baby gym (CareToy) in preterm infants. Res. Dev. Disabil. 53–54:32–42, 2016.
Sgandurra, G., L. Bartalena, G. Cioni, G. Greisen, A. Herskind, E. Inguaggiato, J. Lorentzen, J. B. Nielsen, E. Sicola, and CareToy Consortium. Home-based, early intervention with mechatronic toys for preterm infants at risk of neurodevelopmental disorders (CARETOY): A RCT protocol. BMC Pediatr. 14(1):268, 2014.
Sgandurra, G., F. Cecchi, S. M. Serio, M. Del Maestro, C. Laschi, P. Dario, and G. Cioni. Longitudinal study of unimanual actions and grasping forces during infancy. Infant Behav. Dev. 35(2):205–214, 2012.
Spittle, A., J. Orton, P. Anderson, R. Boyd, and L.w Doyle. Early developmental intervention programmes post-hospital discharge to prevent motor and cognitive impairments in preterm infants. Cochrane Database Syst. Rev 12:CD005495, 2012.
Squires, J., and D. Bricker. Ages & stages questionnaires®, Third Edition. (ASQ-3TM). A parent-completed child-monitoring system. Baltimore: Paul Brookes, 2009.
Van Der Merwe, R. (2004). Sigma-point Kalman filters for probabilistic inference in dynamic state-space models. PhD Thesis. Oregon Health Science University, Portland, OR.
Vega-Barbas, M., I. Pau, J. Ferreira, E. Lebis, and F. Seoane. Utilizing smart textiles-enabled sensorized toy and playful interactions for assessment of psychomotor development on children. J. Sensors 2015. doi:10.1258/jtt.2010.091108.
Westeyn, T. L., G. D. Abowd, T. E. Starner, J. M. Johnson, P. W. Presti, and K. A. Weaver. Monitoring children’s developmental progress using augmented toys and activity recognition. Pers. Ubiq. Comp. 16(2):169–191, 2012.
World Health Organization, http://www.who.int/en/. Accessed on 12.1.2016.
Acknowledgments
This work was funded by the European Union Collaborative Project CareToy grant ICT-2011.5.1-287932 and additionally supported by the Slovenian Research Agency. The authors gratefully acknowledge help of all members of CareToy project Consortium, as well as all the parents and infants participants.
Conflict of Interest
No benefits in any form have been or will be received from a commercial party related directly or indirectly to the subject of the manuscript.
Author information
Authors and Affiliations
Corresponding author
Additional information
Associate Editor Amit Gefen oversaw the review of this article.
Andraž Rihar and Giuseppina Sgandurra are co-first authors.
Rights and permissions
About this article
Cite this article
Rihar, A., Sgandurra, G., Beani, E. et al. CareToy: Stimulation and Assessment of Preterm Infant’s Activity Using a Novel Sensorized System. Ann Biomed Eng 44, 3593–3605 (2016). https://doi.org/10.1007/s10439-016-1669-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10439-016-1669-4