1
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Kim HH, An JI, Park YR. A Prediction Model for Detecting Developmental Disabilities in Preschool-Age Children Through Digital Biomarker-Driven Deep Learning in Serious Games: Development Study. JMIR Serious Games 2021; 9:e23130. [PMID: 34085944 PMCID: PMC8214184 DOI: 10.2196/23130] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2020] [Revised: 10/15/2020] [Accepted: 04/09/2021] [Indexed: 11/13/2022] Open
Abstract
Background Early detection of developmental disabilities in children is essential because early intervention can improve the prognosis of children. Meanwhile, a growing body of evidence has indicated a relationship between developmental disability and motor skill, and thus, motor skill is considered in the early diagnosis of developmental disability. However, there are challenges to assessing motor skill in the diagnosis of developmental disorder, such as a lack of specialists and time constraints, and thus it is commonly conducted through informal questions or surveys to parents. Objective This study sought to evaluate the possibility of using drag-and-drop data as a digital biomarker and to develop a classification model based on drag-and-drop data with which to classify children with developmental disabilities. Methods We collected drag-and-drop data from children with typical development and developmental disabilities from May 1, 2018, to May 1, 2020, via a mobile application (DoBrain). We used touch coordinates and extracted kinetic variables from these coordinates. A deep learning algorithm was developed to predict potential development disabilities in children. For interpretability of the model results, we identified which coordinates contributed to the classification results by applying gradient-weighted class activation mapping. Results Of the 370 children in the study, 223 had typical development, and 147 had developmental disabilities. In all games, the number of changes in the acceleration sign based on the direction of progress both in the x- and y-axes showed significant differences between the 2 groups (P<.001; effect size >0.5). The deep learning convolutional neural network model showed that drag-and-drop data can help diagnose developmental disabilities, with an area under the receiving operating characteristics curve of 0.817. A gradient class activation map, which can interpret the results of a deep learning model, was visualized with the game results for specific children. Conclusions Through the results of the deep learning model, we confirmed that drag-and-drop data can be a new digital biomarker for the diagnosis of developmental disabilities.
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Affiliation(s)
- Ho Heon Kim
- Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Jae Il An
- Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Yu Rang Park
- Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Republic of Korea
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2
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Sheldrick RC, Marakovitz S, Garfinkel D, Carter AS, Perrin EC. Comparative Accuracy of Developmental Screening Questionnaires. JAMA Pediatr 2020; 174:366-374. [PMID: 32065615 PMCID: PMC7042946 DOI: 10.1001/jamapediatrics.2019.6000] [Citation(s) in RCA: 53] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2019] [Accepted: 10/21/2019] [Indexed: 12/21/2022]
Abstract
Importance Universal developmental screening is widely recommended, yet studies of the accuracy of commonly used questionnaires reveal mixed results, and previous comparisons of these questionnaires are hampered by important methodological differences across studies. Objective To compare the accuracy of 3 developmental screening instruments as standardized tests of developmental status. Design, Setting, and Participants This cross-sectional diagnostic accuracy study recruited consecutive parents in waiting rooms at 10 pediatric primary care offices in eastern Massachusetts between October 1, 2013, and January 31, 2017. Parents were included if they were sufficiently literate in the English or Spanish language to complete a packet of screening questionnaires and if their child was of eligible age. Parents completed all questionnaires in counterbalanced order. Participants who screened positive on any questionnaire plus 10% of those who screened negative on all questionnaires (chosen at random) were invited to complete developmental testing. Analyses were weighted for sampling and nonresponse and were conducted from October 1, 2013, to January 31, 2017. Exposures The 3 screening instruments used were the Ages & Stages Questionnaire, Third Edition (ASQ-3); Parents' Evaluation of Developmental Status (PEDS); and Survey of Well-being of Young Children (SWYC): Milestones. Main Outcomes and Measures Reference tests administered were Bayley Scales of Infant and Toddler Development, Third Edition, for children aged 0 to 42 months, and Differential Ability Scales, Second Edition, for older children. Age-standardized scores were used as indicators of mild (80-89), moderate (70-79), or severe (<70) delays. Results A total of 1495 families of children aged 9 months to 5.5 years participated. The mean (SD) age of the children at enrollment was 2.6 (1.3) years, and 779 (52.1%) were male. Parent respondents were primarily female (1325 [88.7%]), with a mean (SD) age of 33.4 (6.3) years. Of the 20.5% to 29.0% of children with a positive score on each questionnaire, 35% to 60% also received a positive score on a second questionnaire, demonstrating moderate co-occurrence. Among younger children (<42 months), the specificity of the ASQ-3 (89.4%; 95% CI, 85.9%-92.1%) and SWYC Milestones (89.0%; 95% CI, 86.1%-91.4%) was higher than that of the PEDS (79.6%; 95% CI, 75.7%-83.1%; P < .001 and P = .002, respectively), but differences in sensitivity were not statistically significant. Among older children (43-66 months), specificity of the ASQ-3 (92.1%; 95% CI, 85.1%-95.9%) was higher than that of the SWYC Milestones (70.7%; 95% CI, 60.9%-78.8%) and the PEDS (73.7%; 95% CI, 64.3%-81.3%; P < .001), but sensitivity to mild delays of the SWYC Milestones (54.8%; 95% CI, 38.1%-70.4%) and of the PEDS (61.8%; 95% CI, 43.1%-77.5%) was higher than that of the ASQ-3 (23.5%; 95% CI, 9.0%-48.8%; P = .012 and P = .002, respectively). Sensitivity exceeded 70% only with respect to severe delays, with 73.7% (95% CI, 50.1%-88.6%) for the SWYC Milestones among younger children, 78.9% (95% CI, 55.4%-91.9%) for the PEDS among younger children, and 77.8% (95% CI, 41.8%-94.5%) for the PEDS among older children. Attending to parents' concerns was associated with increased sensitivity of all questionnaires. Conclusions and Relevance This study found that 3 frequently used screening questionnaires offer adequate specificity but modest sensitivity for detecting developmental delays among children aged 9 months to 5 years. The results suggest that trade-offs in sensitivity and specificity occurred among the questionnaires, with no one questionnaire emerging superior overall.
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Affiliation(s)
- R. Christopher Sheldrick
- Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, Massachusetts
| | - Susan Marakovitz
- Floating Hospital for Children, Division of Developmental-Behavioral Pediatrics, Tufts University School of Medicine and Medical Center, Boston, Massachusetts
| | - Daryl Garfinkel
- Floating Hospital for Children, Division of Developmental-Behavioral Pediatrics, Tufts University School of Medicine and Medical Center, Boston, Massachusetts
| | - Alice S. Carter
- Department of Clinical Psychology, University of Massachusetts, Boston
| | - Ellen C. Perrin
- Floating Hospital for Children, Division of Developmental-Behavioral Pediatrics, Tufts University School of Medicine and Medical Center, Boston, Massachusetts
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3
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Abstract
Development is a core part of the care we provide to our pediatric patients. It should be monitored and evaluated at every visit. Whether it is performing a risk assessment, longitudinal surveillance, or a formal developmental screen, this important element of pediatric medicine is a part of every interaction that we have with our patients and their families. Identifying developmental delays early and helping families to access appropriate interventions is key to providing successful outcomes for these patients. To detect delays, we must commit to using standardized screening tools and become comfortable with their interpretation. The more opportunities we have to interact with our young patients, the more opportunities we have to assess and intervene when developmental differences are noted. This ensures the best possible outcomes for our pediatric patients. [Pediatr Ann. 2019;48(10):e381-e384.].
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4
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Marlow M, Servili C, Tomlinson M. A review of screening tools for the identification of autism spectrum disorders and developmental delay in infants and young children: recommendations for use in low- and middle-income countries. Autism Res 2019; 12:176-199. [DOI: 10.1002/aur.2033] [Citation(s) in RCA: 63] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2017] [Revised: 06/08/2018] [Accepted: 06/27/2018] [Indexed: 11/06/2022]
Affiliation(s)
- Marguerite Marlow
- Department of Psychology; Stellenbosch University; Stellenbosch South Africa
| | - Chiara Servili
- Department of Mental Health and Substance Abuse; World Health Organization; Geneva Switzerland
| | - Mark Tomlinson
- Department of Psychology; Stellenbosch University; Stellenbosch South Africa
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5
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Regan PA, Fogel BN, Hicks SD. Impact of a "No Mobile Device" Policy on Developmental Surveillance in a Pediatric Clinic. Clin Pediatr (Phila) 2018; 57:1216-1223. [PMID: 29644874 DOI: 10.1177/0009922818769434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Children commonly use mobile devices at pediatric office visits. This practice may affect patient-provider interaction and undermine accuracy of developmental surveillance. A randomized, provider-blinded, controlled trial examined whether a policy prohibiting mobile device use in a pediatric clinic improved accuracy of pediatricians' developmental surveillance. Children, aged 18 to 36 months, were randomized to device-prohibited (intervention; n = 58) or device-allowed (control; n = 54) groups. After a 30-minute well-visit, development was evaluated as "normal," "borderline," or "delayed" in 5 categories using the Ages and Stages Questionnaire (ASQ-3). ASQ-3 results were compared with providers' clinical assessment in each category. Provider-ASQ discrepancies were more common for intervention participants ( P = .025). Providers "missed" more ASQ-3 "delayed" scores ( P = .005) in the intervention group, particularly in the fine motor domain ( P = .018). Prohibiting mobile device use at well-visits did not improve accuracy of providers' developmental surveillance. Mobile devices may entertain children at well-visits, allowing opportunities for parent-provider discussion, or observation of fine motor skills.
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Iyer RR, Carey CM, Rottgers SA, Tetreault L, Shimony N, Katzenstein J, Ruas E, Tuite GF. Early postnatal cranial vault reduction and fixation surgery for severe hydrocephalic macrocephaly. J Neurosurg Pediatr 2018; 21:486-495. [PMID: 29498604 DOI: 10.3171/2017.11.peds17173] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Infants with severe hydrocephalus and extreme macrocephaly typically undergo CSF diversion early in life, which can result in significant cranial deformity due to CSF overdrainage. In this scenario, overlap of the cranial plates can precede the development of secondary synostosis and/or severe, permanent cranial deformity. As a result, extensive cranial vault remodeling is sometimes undertaken later in life, which is often challenging and has been associated with mortality and a high morbidity rate. The authors have previously described a technique for early postnatal cranial vault reduction and fixation (CVRF), in which the calvarial bones are stabilized using absorbable fixation plates in the neonatal period, in an attempt to facilitate patient positioning, simplify hydrocephalus management, and improve cosmesis. Here, the authors describe their institutional experience managing patients with extreme neonatal hydrocephalus with CSF diversion, with and without CVRF, over the past 12 years. METHODS The authors retrospectively reviewed the charts of infants with extreme hydrocephalus (head circumference > 49 cm) treated at their children's hospital with ventriculoperitoneal shunting, with or without CVRF, between 2005 and 2017. Data collected included age, sex, etiology of hydrocephalus, type of CVRF performed (anterior, posterior, or combined), follow-up duration, orbitofrontal circumference, craniometric measurements, intraoperative blood loss, operative duration, and postoperative complications. Developmental data were collected using the third edition of the Ages and Stages Questionnaire. Photographic imaging was used to demonstrate esthetic outcomes, and family questionnaires were used to evaluate satisfaction with the esthetic outcome. RESULTS Eleven patients with extreme neonatal hydrocephalus underwent CSF shunting; 5 underwent shunting alone and 6 patients underwent shunting and CVRF. For patients who underwent shunting and CVRF, the median age at CVRF was 6 days and the median interval between shunt placement and CVRF was 2.5 days. The mean extent of calvarial vault volume reduction was 44.5% (± 3.9%). The mean duration of the CVRF procedure was 108 minutes, and 5 of 6 patients required intraoperative transfusion. Of the 5 patients who underwent shunting alone, 3 developed severe cranial deformities. Of 6 patients who underwent shunting and CVRF, 1 had a poor cosmetic outcome. In the shunting-alone group, 2 patients died and 1 required extensive cranial vault correction at 10 years of age. One patient in the shunting and CVRF group also died. CONCLUSIONS CVRF in combination with CSF shunting in the neonatal period can simplify the treatment of the rare case of severe hydrocephalic macrocephaly and leads to cosmetic outcomes that are considered good by their families.
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Affiliation(s)
- Rajiv R Iyer
- 1Institute for Neuroscience and Brain Protection
| | - Carolyn M Carey
- 1Institute for Neuroscience and Brain Protection.,2Department of Neurosurgery and Brain Repair, Morsani College of Medicine, University of South Florida, Tampa, Florida
| | | | - Lisa Tetreault
- 4Department of Clinical and Translational Research, Johns Hopkins All Children's Hospital, St. Petersburg; and
| | - Nir Shimony
- 1Institute for Neuroscience and Brain Protection
| | | | | | - Gerald F Tuite
- 1Institute for Neuroscience and Brain Protection.,2Department of Neurosurgery and Brain Repair, Morsani College of Medicine, University of South Florida, Tampa, Florida
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7
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Garg P, Ha MT, Eastwood J, Harvey S, Woolfenden S, Murphy E, Dissanayake C, Williams K, Jalaludin B, McKenzie A, Einfeld S, Silove N, Short K, Eapen V. Health professional perceptions regarding screening tools for developmental surveillance for children in a multicultural part of Sydney, Australia. BMC FAMILY PRACTICE 2018; 19:42. [PMID: 29609547 PMCID: PMC5879732 DOI: 10.1186/s12875-018-0728-3] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 12/23/2016] [Accepted: 03/19/2018] [Indexed: 11/13/2022]
Abstract
Background Encouraging early child development and the early identification of developmental difficulties is a priority. The Ministry of Health in the Australian State of New South Wales (NSW), has recommended a program of developmental surveillance using validated screening questionnaires, namely, the Parents’ Evaluation of Development Status (PEDS) and Ages and Stages Questionnaire (ASQs), however, the use of these tools has remained sub-optimal. A longitudinal prospective birth cohort “Watch Me grow” study was carried out in the South Western Sydney (SW) region of NSW to ascertain the uptake as well as the strategies and the resources required to maximise engagement in the surveillance program. This paper reports on a qualitative component of the study examining the attitudes, enablers and barriers to the current developmental surveillance practices, with reference to screening tools, amongst health professionals. Methods Qualitative data from 37 primary health care providers in a region of relative disadvantage in Sydney was analysed. Results The major themes that emerged from the data were the “difficulties/problems” and “positives/benefits” of surveillance in general, and “specificity” of the tools which were employed. Barriers of time, tool awareness, knowledge and access of referral pathways, and services were important for the physician providers, while the choice of screening tools and access to these tools in other languages were raised as important issues by Child and Family Health Nurses (CFHN). The use of these tools by health professionals was also influenced by what the professionals perceived as the parents’ understanding of their child’s development. While the PEDS and ASQs was utilised by CFHNs, both General Practitioners (GPs) and paediatricians commented that they lacked awareness of developmental screening tools and highlighted further training needs. Conclusions The results highlight the practical challenges to, and limited knowledge and uptake of, the use of recommended screening tools as part of developmental surveillance. There is a need for further research regarding the most effective integrated models of care which will allow for a better collaboration between parents and service providers and improve information sharing between different professionals such as CFHNs GPs, Practices nurses and Paediatricians involved in screening and surveillance programs.
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Affiliation(s)
- Pankaj Garg
- Department of Community Paediatrics, Liverpool Hospital, Liverpool, NSW, Australia.,School of Women's and Children's Health, UNSW, Sydney, Australia.,School of Medicine, University of Sydney, Sydney, Australia.,Specialist Disability Health Team, Fairfield, Australia.,Ingham Institute of Applied Medicine, Liverpool, Australia
| | - My Trinh Ha
- ICAMHS, South Western Sydney Local Health District, Sydney, NSW, Australia.,University of Western Sydney, Sydney, Australia
| | - John Eastwood
- School of Women's and Children's Health, UNSW, Sydney, Australia.,School of Public Health, University of Sydney, Sydney, NSW, Australia.,Ingham Institute of Applied Medicine, Liverpool, NSW, Australia.,School of Medicine, Griffith University, Gold Coast, QLD, Australia.,Department of Community Paediatrics, Sydney Local Health District, Croydon Community Health Centre, Croydon, Sydney, Australia
| | - Susan Harvey
- School of Nursing and Midwifery, Griffiths University, Brisbane, QLD, Australia
| | - Sue Woolfenden
- Sydney Children's Hospital Network (Randwick), Randwick, Australia.,UNSW, Sydney, Australia
| | | | - Cheryl Dissanayake
- Olga Tennison Autism Research Centre, La Trobe University, Melbourne, VIC, Australia
| | - Katrina Williams
- Royal Children's Hospital, Melbourne, VIC, Australia.,University of Melbourne, Melbourne, Australia.,Murdoch Childrens Research Institute, Melbourne, Australia
| | - Bin Jalaludin
- NSW Ministry of Health, Sydney, Australia.,South Western Sydney Local Health District, Sydney, NSW, Australia
| | - Anne McKenzie
- Child and Family Health Nursing, Primary and Community Health, South Western Sydney Local Health District, Sydney, NSW, Australia
| | - Stewart Einfeld
- Centre for Disability Research and Policy and Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Natalie Silove
- The Children's Hospital at Westmead, Westmead, NSW, Australia.,University of Sydney, Sydney, Australia
| | - Kate Short
- University of Sydney, Sydney, Australia.,Liverpool Hospital, South Western Sydney LHD, Liverpool, NSW, Australia
| | - Valsamma Eapen
- School of Medicine, Griffith University, Gold Coast, QLD, Australia. .,UNSW, ICAMHS, South Western Sydney LHD, Sydney, NSW, Australia. .,Chair, Infant Child and Adolescent Psychiatry, University of New South Wales, Head, Academic Unit of Child Psychiatry, South West Sydney (AUCS), ICAMHS, Mental Health Centre, L1, Liverpool Hospital, Elizabeth Street, Liverpool, Sydney, NSW, 2170, Australia.
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8
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Management of an Early Detection Program: Supporting Helpful Features. CURRENT DEVELOPMENTAL DISORDERS REPORTS 2017. [DOI: 10.1007/s40474-017-0123-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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9
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Marino BS, Cassedy A, Drotar D, Wray J. The Impact of Neurodevelopmental and Psychosocial Outcomes on Health-Related Quality of Life in Survivors of Congenital Heart Disease. J Pediatr 2016; 174:11-22.e2. [PMID: 27189685 DOI: 10.1016/j.jpeds.2016.03.071] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2014] [Revised: 03/04/2016] [Accepted: 03/28/2016] [Indexed: 01/30/2023]
Affiliation(s)
- Bradley S Marino
- Divisions of Cardiology and Critical Care Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL.
| | - Amy Cassedy
- Division of Biostatistics and Epidemiology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - Dennis Drotar
- Division of Behavioral Medicine and Clinical Psychology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - Jo Wray
- Critical Care and Cardiorespiratory Division, Great Ormond Street Hospital for Children NHS Foundation Trust, London, United Kingdom
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10
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Validity of the language development survey in infants born preterm. Early Hum Dev 2016; 98:11-6. [PMID: 27351348 DOI: 10.1016/j.earlhumdev.2016.06.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2016] [Revised: 05/26/2016] [Accepted: 06/04/2016] [Indexed: 11/21/2022]
Abstract
BACKGROUND Preterm infants are at greater risk of language delay. Early identification of language delay is essential to improve functional outcome in these children. AIM To examine the concurrent validity of Rescorla's Language Development Survey and the Bayley Scales of Infant and Toddler Development (Bayley-III) at 18months corrected age in preterm infants. STUDY DESIGN Test accuracy study. PARTICIPANTS 189 preterm infants born <29weeks were assessed at 18months. OUTCOME MEASURES The Language Development Survey, a parent-reported screening instrument, was administered in French concurrently with the Language Scales of the Bayley-III. Receiver-Operating-Characteristics curves were used to determine optimal cut-off score on the Language Development Survey to identify Bayley-III score <85. Sensitivity, specificity, positive and negative predictive values, and κ coefficient were calculated. RESULTS Using Rescorla's original cut-off scores of ≤10 words for boys and ≤24 for girls, sensitivity was 76% and 88% for boys and girls, respectively, and specificity was 73% and 52% for boys and girls, respectively, in identifying language delay as per the Bayley-III. The optimal threshold was ≤10 words for both boys and girls. In girls, lowering the cut-off score decreased sensitivity (79%), but improved specificity (82%), thus lowering the number of false-positives. CONCLUSION Our findings support using the Language Development Survey as an expressive language screener in preterm infants.
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Boyede G, Eley B, Donald K. Preliminary Validation of a New Developmental Screening Tool for Neurodevelopmental Delay in HIV-Infected South African Children. J Child Neurol 2016; 31:145-52. [PMID: 25979901 DOI: 10.1177/0883073815585351] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2015] [Accepted: 04/11/2015] [Indexed: 11/16/2022]
Abstract
Screening for developmental delays among HIV-infected children is not routine in most pediatric HIV clinics in Africa because of the lack of locally adaptable, simple, sensitive and rapid screening tools. The Division of Developmental Pediatrics of the Red Cross War Memorial Children's Hospital developed a tool for rapid screening of moderate to severe global developmental delays among HIV-infected children aged 9 to 36 months. The diagnostic accuracy of the novel screening tool was evaluated. Forty-seven HIV-infected children aged 9 to 36 months were screened using the Red Cross War Memorial Children's Hospital developmental screening tool. Full developmental assessments of same children were performed using the Bayley Scales of Infant and Toddler Development, Third Edition. The Red Cross War Memorial Children's Hospital tool's sensitivity was 78.5%, specificity 54.6%, positive predictive value was 42.6%, and negative predictive value was 85.4%. The Red Cross War Memorial Children's Hospital screening tool was adequately sensitive and therefore recommended for screening of moderate to severe developmental delays among HIV-infected children.
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Affiliation(s)
- Gbemisola Boyede
- Division of Developmental Pediatrics, Department of Pediatrics and Child Health, University of Cape Town, Red Cross War Memorial Children's Hospital, Cape Town, South Africa
| | - Brian Eley
- Division of Paediatric Infectious Diseases, Department of Paediatrics and Child Health, University of Cape Town, Red Cross War Memorial Children's Hospital, Cape Town, South Africa
| | - Kirsty Donald
- Division of Developmental Pediatrics, Department of Pediatrics and Child Health, University of Cape Town, Red Cross War Memorial Children's Hospital, Cape Town, South Africa
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12
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Abstract
• On the basis of observational studies (level C), preterm birth is a leading cause of neurodevelopmental disabilities in children, and the degree of neurodevelopmental disability is inversely correlated with gestational age at birth. When comparing performance of preterm children to developmental norms, “corrected age” or age from due date rather than birth date should be used for the first 24 to 36 months. • On the basis of observational studies (level C), clinicians should pay specific attention to sensory function in children born preterm because the incidence of visual and hearing impairments is higher in preterm than term children. Due to the elevated risk of cognitive and behavioral disabilities, clinicians caring for children born preterm should be vigilant when performing developmental assessments to improve outcomes. • On the basis of observational studies (level C), early identification of developmental delays allows for referral to therapeutic services, and children referred for early intervention are more likely to make gains in developmental milestones.
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Affiliation(s)
- Rebecca J Scharf
- Division of Developmental Pediatrics, Center for Global Health, Department of Pediatrics, University of Virginia, Charlottesville, VA
| | - Graham J Scharf
- Institute for Advanced Studies in Culture, Charlottesville, VA
| | - Annemarie Stroustrup
- Division of Newborn Medicine, Departments of Pediatrics and Preventive Medicine, Icahn School of Medicine at Mount Sinai, New York, NY
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13
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Bevilacqua F, Giannantoni P, Pasqualetti P, di Ciommo VM, Coletti MF, Ravà L, Caselli MC, Dall'Oglio AM. Predictive validity of the Italian parental questionnaire for developmental evaluation at age 4 (QS4-G). J Paediatr Child Health 2015; 51:600-7. [PMID: 25425206 DOI: 10.1111/jpc.12784] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/24/2014] [Indexed: 11/27/2022]
Abstract
AIM To examine whether the results at 4 years of age of the developmental questionnaire QS4-G can predict the outcome of cognitive, neuropsychological and academic abilities 4-6 years later. The QS4-G is a validated parental questionnaire designed for the screening and surveillance of the neuropsychological and behavioural developmental status of 4-year-olds (93 questions). METHODS Longitudinal prospective study on a subsample of the QS4-G validation original sample was conducted. According to previous results, the sample was divided into two groups: 'at risk' and 'not at risk'. Sensitivity, specificity, accuracy and likelihood ratios were assessed and referred to outcomes. RESULTS Thirty-five children were classified as 'not at risk' and 16 as 'at risk'. There were significant associations between past QS4-G score and cognitive, neuropsychological and academic abilities 4-6 years later. With the same cut-off identified at the first cross-sectional study, sensitivity and specificity for difficulties in cognitive development were 90% and 83% while in the neuropsychological abilities 62% and 90%, respectively. A lower predictive validity was found for difficulties in academic abilities (sensitivity 43%, specificity 86%). QS4-G specific area scores showed significant correlations with related academic tests at follow-up (rho range: 0.404-0.565, P < 0.005). CONCLUSIONS QS4-G shows good predictive validity for cognitive development and neuropsychological abilities. The risk of false negatives for academic abilities can be reduced by analysing the specific area results of QS4-G, which show good correlations with related tests at follow-up.
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Affiliation(s)
- Francesca Bevilacqua
- Unit of Clinical Psychology, Department of Neuroscience and Neurorehabilitation, Bambino Gesù Children's Hospital - IRCCS, Rome, Italy
| | | | - Patrizio Pasqualetti
- Service of Medical Statistics and Information Technology, Fatebenefratelli Foundation for Health Research and Education, AFaR Division, Rome, Italy.,Language and Communication Across Modalities Laboratory (LACAM), Institute of Cognitive Sciences and Technologies (ISTC-CNR), Rome, Italy
| | | | - Maria Franca Coletti
- Unit of Clinical Psychology, Department of Neuroscience and Neurorehabilitation, Bambino Gesù Children's Hospital - IRCCS, Rome, Italy
| | - Lucilla Ravà
- Unit of Epidemiology, Bambino Gesù Children's Hospital - IRCCS, Rome, Italy
| | - Maria Cristina Caselli
- Institute of Cognitive Sciences and Technologies, National Research Council, Rome, Italy
| | - Anna Maria Dall'Oglio
- Unit of Clinical Psychology, Department of Neuroscience and Neurorehabilitation, Bambino Gesù Children's Hospital - IRCCS, Rome, Italy
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14
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Talmi A, Bunik M, Asherin R, Rannie M, Watlington T, Beaty B, Berman S. Improving developmental screening documentation and referral completion. Pediatrics 2014; 134:e1181-8. [PMID: 25180272 DOI: 10.1542/peds.2012-1151] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Screening, early identification, and referral improves outcomes for young children at risk for developmental delays. Effective developmental screening processes should include efforts to ensure referral completion and documentation of evaluation results and service eligibility in the child's medical record. Our objectives were to improve provider documentation of actions taken after an abnormal developmental screening result and increase Early Intervention (State Part C) referrals. METHODS Various strategies including an electronic medical record template, monthly clinical informatics reporting, and a phone follow-up after an abnormal screening result were implemented to enhance provider documentation of screening results and improve referral actions and outcomes. RESULTS Of the children eligible for screening (n = 3023), 2610 (86%) were screened, with 382 (15%) scoring in the abnormal range. With phone follow-up, 50% of the abnormal screenings were referred to community resources, including 43% to Early Intervention (EI), in contrast to 20% community referrals and 13% EI referrals with the screening template only (P < .0001). Provider documentation of EI outcomes increased when screening templates and follow-up calls were implemented together (31%) as compared with using the screening template alone (15%). CONCLUSIONS Enhanced documentation of developmental screening efforts using screening templates and clinical informatics reporting in combination with phone follow-up after an abnormal screening result improved developmental screening outcomes, including referral rates, completed evaluations, and provider documentation of EI services. Such strategies can be effectively used in pediatric primary care settings to improve screening processes and ensure that young children access appropriate services.
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Affiliation(s)
- Ayelet Talmi
- Departments of Psychiatry, and Pediatrics, University of Colorado, School of Medicine, Aurora, Colorado; Children's Outcomes Research, and
| | - Maya Bunik
- Pediatrics, University of Colorado, School of Medicine, Aurora, Colorado; Children's Outcomes Research, and
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- Clinical Informatics, Children's Hospital Colorado, Aurora, Colorado; and
| | - Tyler Watlington
- Pediatrics, University of Colorado, School of Medicine, Aurora, Colorado
| | - Brenda Beaty
- Preventative Medicine and Biometrics, Colorado Health Outcomes Program, University of Colorado Denver, Aurora, Colorado
| | - Stephen Berman
- Pediatrics, University of Colorado, School of Medicine, Aurora, Colorado
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Ages and stages questionnaires: adaptation to an Arabic speaking population and cultural sensitivity. Eur J Paediatr Neurol 2013; 17:471-8. [PMID: 23615562 DOI: 10.1016/j.ejpn.2013.03.001] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2013] [Revised: 03/02/2013] [Accepted: 03/11/2013] [Indexed: 11/21/2022]
Abstract
BACKGROUND Early detection of developmental delay is essential to initiate early intervention. The Ages and Stages Questionnaires (ASQ) correlate well with physician's assessment and have high predictive value. No such tool exists in Arabic. AIMS Translate and test the applicability and reliability of Arabic translated Ages and Stages Questionnaires (A-ASQ) in an Arabic speaking population. METHODS 733 healthy children were assessed. ASQ-II for 10 age groups (4-60 months) were translated to Arabic, back translations and cultural adaptation were performed. Test-retest reliability and internal consistency were evaluated using Pearson Correlation Coefficient (CC) and Cronbach's alpha (Cα). Mean scores per domain were compared to US normative scores using t-test. RESULTS A-ASQ, after culturally relevant adaptations, was easily administered for 4-36 months age groups but not for 4-5 year old due to numerous cultural differences in the later. For the 4-36 month age groups Pearson CC ranged from 0.345 to 0.833. The internal consistency coefficients Cα scores ranged from 0.111 to 0.816. Significant differences were found in the mean domain scores of all age groups between Lebanese and US normative sample (p-value <0.001) with some exceptions in gross motor, fine motor and personal social domains. CONCLUSION A-ASQ was easily translated and administered with acceptable internal consistency and reliability in the younger age groups. It proved to be culturally sensitive, which should be taken into consideration when adapting such tool to non-western populations.
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Tirosh E, Jaffe M. Global Developmental Delay and Mental Retardation-A Pediatric Perspective. ACTA ACUST UNITED AC 2013; 17:85-92. [DOI: 10.1002/ddrr.1103] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2012] [Accepted: 10/05/2012] [Indexed: 12/31/2022]
Affiliation(s)
- Emanuel Tirosh
- The Hannah Khoushy Child Development Center and The Bruce Rappaport Faculty of Medicine; The Technion, The Israeli Institute of Technology; Haifa; Israel
| | - Michael Jaffe
- The Hannah Khoushy Child Development Center and The Bruce Rappaport Faculty of Medicine; The Technion, The Israeli Institute of Technology; Haifa; Israel
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17
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Sheldrick RC, Henson BS, Neger EN, Merchant S, Murphy JM, Perrin EC. The baby pediatric symptom checklist: development and initial validation of a new social/emotional screening instrument for very young children. Acad Pediatr 2013; 13:72-80. [PMID: 23092547 PMCID: PMC3763819 DOI: 10.1016/j.acap.2012.08.003] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2012] [Revised: 08/14/2012] [Accepted: 08/15/2012] [Indexed: 11/29/2022]
Abstract
OBJECTIVE To develop and validate the Baby Pediatric Symptom Checklist (BPSC), a brief social/emotional screening instrument for children less than 18 months. The BPSC is modeled after the Pediatric Symptom Checklist (PSC) and is part of the Survey of Wellbeing of Young Children, a comprehensive, freely available screening instrument designed for use in pediatric primary care. METHOD BPSC items were developed by a team of experts who reviewed existing assessment instruments and relevant research literature. Scale construction and initial validation were conducted with 205 families from pediatric primary care sites and 54 families from referral clinics. A replication sample of 146 additional families were enrolled from an independent set of primary care practices. RESULTS Exploratory factor analysis revealed 3 dimensions of the BPSC: irritability, inflexibility, and difficulty with routines. Factor structure was confirmed in the replication sample. Retest reliability and internal reliability were adequate (intraclass correlation coefficient >0.70) across subscales, with the exception of the "irritability" subscale's internal reliability in the replication sample. Construct validity of the "irritability" and the "difficulty with routines" subscales is supported by correlations with the Parenting Stress Index and the Ages & Stages Questionnaire: Social/Emotional, but the "inflexibility" subscale seems to be distinct from performance on these instruments. Tests of differential item functioning revealed no significant effects for race/ethnicity, child gender, parent education, or family income. Age-based normative data were calculated for each subscale. CONCLUSION The BPSC assesses 3 domains of behavior for very young children and shows promise as a social/emotional screening instrument for pediatric primary care.
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Affiliation(s)
- R Christopher Sheldrick
- Division of Developmental-Behavioral Pediatrics, Floating Hospital for Children, Tufts Medical Center, Boston, MA 02111, USA.
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18
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Marino BS, Lipkin PH, Newburger JW, Peacock G, Gerdes M, Gaynor JW, Mussatto KA, Uzark K, Goldberg CS, Johnson WH, Li J, Smith SE, Bellinger DC, Mahle WT. Neurodevelopmental outcomes in children with congenital heart disease: evaluation and management: a scientific statement from the American Heart Association. Circulation 2012; 126:1143-72. [PMID: 22851541 DOI: 10.1161/cir.0b013e318265ee8a] [Citation(s) in RCA: 1046] [Impact Index Per Article: 87.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND The goal of this statement was to review the available literature on surveillance, screening, evaluation, and management strategies and put forward a scientific statement that would comprehensively review the literature and create recommendations to optimize neurodevelopmental outcome in the pediatric congenital heart disease (CHD) population. METHODS AND RESULTS A writing group appointed by the American Heart Association and American Academy of Pediatrics reviewed the available literature addressing developmental disorder and disability and developmental delay in the CHD population, with specific attention given to surveillance, screening, evaluation, and management strategies. MEDLINE and Google Scholar database searches from 1966 to 2011 were performed for English-language articles cross-referencing CHD with pertinent search terms. The reference lists of identified articles were also searched. The American College of Cardiology/American Heart Association classification of recommendations and levels of evidence for practice guidelines were used. A management algorithm was devised that stratified children with CHD on the basis of established risk factors. For those deemed to be at high risk for developmental disorder or disabilities or for developmental delay, formal, periodic developmental and medical evaluations are recommended. A CHD algorithm for surveillance, screening, evaluation, reevaluation, and management of developmental disorder or disability has been constructed to serve as a supplement to the 2006 American Academy of Pediatrics statement on developmental surveillance and screening. The proposed algorithm is designed to be carried out within the context of the medical home. This scientific statement is meant for medical providers within the medical home who care for patients with CHD. CONCLUSIONS Children with CHD are at increased risk of developmental disorder or disabilities or developmental delay. Periodic developmental surveillance, screening, evaluation, and reevaluation throughout childhood may enhance identification of significant deficits, allowing for appropriate therapies and education to enhance later academic, behavioral, psychosocial, and adaptive functioning.
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Ages and Stages Questionnaires: feasibility of postal surveys for child follow-up. Early Hum Dev 2011; 87:671-6. [PMID: 21640526 DOI: 10.1016/j.earlhumdev.2011.05.007] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/25/2010] [Revised: 04/01/2011] [Accepted: 05/12/2011] [Indexed: 10/18/2022]
Abstract
BACKGROUND The Ages and Stages Questionnaire (ASQ), completed by parents and caregivers, has been shown to be an accurate tool for screening children who need further developmental assessment. AIMS To assess the feasibility of using the French Canadian translation of the ASQ in an epidemiological cohort of children from the French general population. STUDY DESIGN Follow-up study by postal questionnaire at 12 and 36 months, using the ASQ. SUBJECTS 339 French families recruited at the birth of their child in 2006 in two hospitals in the Paris suburbs. OUTCOME MEASURE Response rates and French ASQ results at 12 and 36 months. The ASQ was scored as indicated in the manual. RESULTS A high response rate of 79% was observed at the children's 1st and 3rd birthdays. Parents were enthusiastic about participating; half of them wrote comments on the questionnaires, most of them positive. Low scores at the 12-month assessment were associated with birth characteristics such as prematurity and transfer to the neonatology unit after birth, whereas at 36 months they tended to be associated with both birth and family socio-demographic characteristics. CONCLUSIONS Use of the French ASQ in a research cohort appears feasible as response rates were high. Moreover, known links between child development measured by ASQ and birth and social characteristics were observed. However, further French studies are needed to understand differences observed in 12-month ASQ gross motor scores compared with US norms. For research purposes, further analysis of the ASQ in innovative, quantitative approaches, is needed.
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Marks KP, Page Glascoe F, Macias MM. Enhancing the algorithm for developmental-behavioral surveillance and screening in children 0 to 5 years. Clin Pediatr (Phila) 2011; 50:853-68. [PMID: 21540278 DOI: 10.1177/0009922811406263] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
OBJECTIVE To determine if the 2006 American Academy of Pediatrics developmental surveillance and screening algorithm is adequate or if revisions are needed. METHODS A comprehensive literature search was conducted to investigate a clinician's ability to perform developmental-behavioral surveillance in children 0 to 5 years. RESULTS Even when a broad-band developmental screen is typical, pediatricians should refer when they confidently suspect a delay but be far more suspicious about children who seem asymptomatic. Periodic screening enhances surveillance by improving early detection and early intervention (EI) eligibility rates. Nevertheless, children with concerning screens are not consistently referred and interlinked to EI. Once referred, approximately half are deemed EI-ineligible, even though they typically perform well below average and have numerous, predictive academic and psychosocial risk factors. Meanwhile, clinicians struggle with tracking at-risk children. CONCLUSION Revisions are needed to optimize early detection, prevention, and monitoring. Greater emphasis is needed on developmental-behavioral promotion and referral care coordination.
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Favez N, Berger SP. Mother–toddler attachment in a paediatric setting: Presentation and validation of the Paediatric Attachment Style Indicator. EUROPEAN JOURNAL OF DEVELOPMENTAL PSYCHOLOGY 2011. [DOI: 10.1080/17405629.2011.590648] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Thompson LA, Tuli SY, Saliba H, DiPietro M, Nackashi JA. Improving developmental screening in pediatric resident education. Clin Pediatr (Phila) 2010; 49:737-42. [PMID: 20356921 DOI: 10.1177/0009922810363818] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
OBJECTIVE Given that pediatricians cite low competency in developmental screening, this study aims to effectively teach screening to residents. DESIGN Using a quasi-experimental design, residents received an educational module and one-on-one teaching of 3 validated developmental screeners (Denver II, ASQ [Ages and Stages Questionnaire], and PEDS [Parents' Evaluation of Developmental Status]), with subsequent independent use with all 3 screeners with their own continuity patients. Outcome measures included changes in knowledge, skills, and preferences. RESULTS All residents achieved significantly increased skills with all screeners. They strongly preferred the ASQ (70%), citing that this taught them normal (30.2%) and pathological (27.9%) development while negatively noting time (72.1%), scheduling issues (30.2%), and difficulties with child cooperation (20.9%). Knowledge specifics did not significantly increase. CONCLUSIONS In-depth developmental screening education revealed marked improvement in skills and preferences. These evaluations led to full adoption of the ASQ in resident clinics. Future research must test if effective development teaching in residency leads to increased routine screenings in practice.
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Affiliation(s)
- Lindsay A Thompson
- Department of Pediatrics and Epidemiology, College of Medicine, University of Florida, 1701 SW 16th Ave., Gainesville, FL 32608, USA.
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Dall'Oglio AM, Rossiello B, Coletti MF, Caselli MC, Ravà L, di Ciommo V, Orzalesi M, Giannantoni P, Pasqualetti P. Developmental evaluation at age 4: Validity of an Italian parental questionnaire. J Paediatr Child Health 2010; 46:419-26. [PMID: 20546104 DOI: 10.1111/j.1440-1754.2010.01748.x] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
AIM To validate an Italian parental questionnaire designed to evaluate the neuropsychological and behavioural developmental status of 4-year-olds and identify children in need of further evaluation. METHODS The questionnaire (Questionario per la valutazione dello Sviluppo di bambini a 4 anni - Genitori (QS4-G) ) consisted of 93 questions divided into 10 areas: language, visual-motor abilities, memory/attention, fine and gross motor and self-help abilities, lateralisation, social skills, stress, sleep, alimentation and evacuation. It was distributed to 263 parents of 4-year-olds: 94 healthy preterm (gestational age <33 weeks and/or <1500 g, without major neurosensory damage); 44 children with developmental disorders and 125 children with typical development. Cognitive and neuropsychological evaluations were performed using standardised tests. RESULTS The internal consistency of the areas was adequate (Cronbach's alpha: 0.69-0.79). The correlation coefficients (r=|0.30|-|0.68|) with standardised tests (Griffiths, Vineland and neuropsychological tests) indicated a good concurrent validity. The receiver operating characteristic curve, for predicting a Griffiths Quotient less than 81, showed an area under the curve of 0.90 and a high diagnostic and discriminatory capacity (sensitivity of 0.88 and specificity of 0.84) for the optimal cut-off (value 48.4). CONCLUSION The QS4-G seems to be a valid tool for identifying 4-year-old children at risk for low or borderline cognitive development and/or problematic behaviour who need a complete assessment. It can describe individual neuropsychological profiles. QS4-G is not a diagnostic tool. It is useful for outcome studies in preterm children and in other pathologies. It could also be useful for preschooler prevention programmes.
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Affiliation(s)
- Anna Maria Dall'Oglio
- Unit of Clinical Psychology and Neuropsychology, Child Neuropsychiatry, IRCCS Paediatric Hospital Bambino Gesù, Piazza S. Onofrio 4, 00165 Rome, Italy.
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Sices L, Stancin T, Kirchner L, Bauchner H. PEDS and ASQ developmental screening tests may not identify the same children. Pediatrics 2009; 124:e640-7. [PMID: 19736268 PMCID: PMC2764374 DOI: 10.1542/peds.2008-2628] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVE In analyzing data from a larger study, we noticed significant disagreement between results of 2 commonly used developmental screening tools (Parents' Evaluation of Developmental Status [PEDS; parent concern questionnaire] and Ages & Stages Questionnaires [ASQ; parent report of developmental skills]) delivered to children at the same visit in primary care. The screens have favorable reported psychometric properties and can be efficient to use in practice; however, there is little comparative information about the relative performance of these tools in primary care. We sought to describe the agreement between the 2 screens in this setting. METHODS Parents of 60 children aged 9 to 31 months completed PEDS and ASQ screens at the same visit. Concordance (PEDS and ASQ results agree) and discordance (results differ) for the 2 screens were determined. RESULTS The mean age of children was 17.6 months, 77% received Medicaid, and 50% of parents had a high school education or less. Overall, 37% failed the PEDS and 27% failed the ASQ. Thirty-one children passed (52%) both screens; 9 (15%) failed both; and 20 (33%) failed 1 but not the other (13 PEDS and 7 ASQ). Agreement between the 2 screening tests was only fair, statistically no different from agreement by chance. CONCLUSIONS There was substantial discordance between PEDS and ASQ developmental screens. Although these are preliminary data, clinicians need to be aware that in implementing revised American Academy of Pediatrics screening guidelines, the choice of screening instrument may affect which children are likely to be identified for additional evaluation.
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Affiliation(s)
- Laura Sices
- Department of Pediatrics, Boston Medical Center/Boston University School of Medicine, Boston, Massachusetts 02118, USA.
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