The views of psychiatrists on proposed changes to the England and Wales Mental Health Act 1983 legislation for people with intellectual disability: A national study

BACKGROUND

The Draft Mental Health Bill proposes removal of both intellectual disability and autism from Section 3 of the Mental Health Act for England and Wales (MHA). This would lead to people with intellectual disability (PwID) and/or autism could not be detained beyond 28 days, in the absence of diagnosed co-occurring mental illness.

AIM

To obtain views of psychiatrists working with PwID in England and Wales regarding the proposed MHA changes. This study focusses specifically on the impact on PwID.

METHODS

A cross-sectional online mixed methodology survey of Likert and free-text response questions was developed, to ascertain perceptions of proposed legislative changes to the MHA. A non-discriminatory exponential snowballing technique leading to non-probability sampling was used to disseminate the survey. Quantitative data was analysed using descriptive statistics, Mann-Whitney and Fisher's exact tests. Thematic analysis was conducted on free text responses.

RESULTS

A total of 82 psychiatrists (33%) from approximately 250 eligible completed the survey. Nearly two-thirds (64%) reported good awareness of the proposed changes, with over half (55%) reporting disagreement with the changes. Psychiatrists working in inpatient settings for PwID reported increased awareness of the changes, less agreement with the reforms, and increased expectations of the reforms having negative unintended consequences, compared to their peers working exclusively in the community. Consultants reported greater disagreement with the changes compared to their non-consultant peers. Qualitative analysis identified five main themes: impact on diagnosis and treatment, seeking alternative options, introducing inequities, resources, and meeting holistic care goals through the Care, Education and Treatment Reviews (CETR) process.

CONCLUSION

Psychiatrists working with PwID report widespread disagreement with the proposed changes to the MHA for PwID, with greater levels of disagreement among those working in inpatient services. Caution with respect to the proposed changes, and monitoring of the impact of the changes if implemented, is advised.

SMC1A epilepsy syndrome: clinical data from a large international cohort

SMC1A epilepsy syndrome or developmental and epileptic encephalopathy-85 with or without midline brain defects (DEE85, OMIM #301044) is an X-linked neurologic disorder associated with mutations of the SMC1A gene, which is also responsible for about 5% of patients affected by Cornelia de Lange syndrome spectrum (CdLS). Only described in female patients, SMC1A epilepsy syndrome is characterized by the onset of severe refractory epileptic seizures in the first year of life, global developmental delay, a variable degree of intellectual disability, and dysmorphic facial features not typical of CdLS. This was a descriptive observational study for the largest international cohort with this specific disorder. The main goal of this study was to improve the knowledge of the natural history of this phenotype with particular attention to the psychomotor development and the epilepsy data. The analyzed cohort shows normal prenatal growth with the subsequent development of postnatal microcephaly. The incidence of neonatal problems (seizures and respiratory compromise) is considerable (51.4%). There is a significant prevalence of central nervous system (20%) and cardiovascular malformations (20%). Motor skills are generally delayed. The presence of drug-resistant epilepsy is confirmed; the therapeutic role of a ketogenic diet is still uncertain. The significant regression of previously acquired skills following the onset of seizures has been observed. Facial dysmorphisms are variable and no patient shows a classic CdLS phenotype. To sum up, SMC1A variants caused drug-resistant epilepsy in these patients, more than two-thirds of whom were shown to progress to developmental and epileptic encephalopathy. The SMC1A gene variants are all different from each other (apart from a couple of monozygotic twins), demonstrating the absence of a mutational hotspot in the SMC1A gene. Owing to the absence of phenotypic specificity, whole-exome sequencing is currently the diagnostic gold standard.

Promoting Cycling Skills and Participation with Two-Wheel Bike Riding for Children with Neurodevelopmental Disorders

AIMS

Evaluate changes in two-wheel cycling skills and biking participation goals for children with neurodevelopmental disorders (ND) receiving a home visit and email following iCan Bike camp.

METHODS

Participants: 11 children with ND, 9-16 years, and one of their parents. A cycling skills checklist, two-wheel riding Goal Attainment Scaling (GAS), and biking participation GAS were completed before camp (T1), at support visit after camp (T2), and three months following camp (T3). Parents completed biking practice logs. Participants received a support visit to provide instruction, coaching, and address questions, and an email to check progress.

RESULTS

Significant changes were made in two-wheel riding GAS T1 to T2 (p = 0.01), biking participation GAS T2 to T3 (p = 0.02), and cycling skills T1 to T2 (p = 0.01) and T2 to T3 (p = 0.02). Practice frequency was related to cycling skills (0.72, p = 0.01) and biking participation (0.86, p < 0.001); cycling skills were related to biking participation (0.81, p = 0.003).

CONCLUSION

Children improved cycling skills and biking participation following camp, support visit, and email check-in. Children who practiced more had greater cycling skills and biking participation. Encouraging weekly bicycling and providing support may promote cycling skills and participation following camp.

Health and Education Services During the COVID-19 Pandemic Among Young Children with Autism Spectrum Disorder and Other Developmental Disabilities

OBJECTIVE

Understanding how the COVID-19 pandemic affected children with disabilities is essential for future public health emergencies. We compared children with autism spectrum disorder (ASD) with those with another developmental disability (DD) and from the general population (POP) regarding (1) missed or delayed appointments for regular health/dental services, immunizations, and specialty services; (2) reasons for difficulty accessing care; and (3) use of remote learning and school supports.

METHOD

Caregivers of children previously enrolled in the Study to Explore Early Development, a case-control study of children with ASD implemented during 2017 to 2020, were recontacted during January-June 2021 to learn about services during March-December 2020. Children were classified as ASD, DD, or POP during the initial study and were aged 3.4 to 7.5 years when their caregivers were recontacted during the pandemic.

RESULTS

Over half of all children missed or delayed regular health/dental appointments (58.4%-65.2%). More children in the ASD versus DD and POP groups missed or delayed specialty services (75.7%, 58.3%, and 22.8%, respectively) and reported difficulties obtaining care of any type because of issues using telehealth and difficulty wearing a mask. During school closures, a smaller proportion of children with ASD versus another DD were offered live online classes (84.3% vs 91.1%), while a larger proportion had disrupted individualized education programs (50.0% vs 36.2%).

CONCLUSION

Minimizing service disruptions for all children and ensuring continuity of specialty care for children with ASD is essential for future public health emergencies. Children may need additional services to compensate for disruptions during the pandemic.

Impact of Child and Family Factors on Caregivers' Mental Health and Psychological Distress during the COVID-19 Pandemic in Greece

Although primary caregivers of children with developmental disabilities (DDs) experience higher levels of distress than primary caregivers of typically developing children do, this problem has received limited attention in Greece. Therefore, this study examined mental health and associated factors among primary caregivers of children with and without DDs in Greece during the COVID-19 pandemic. This cross-sectional study included 156 participants. Primary caregivers completed a self-report survey on sociodemographic characteristics, the Depression, Anxiety, and Stress Scale-21 items, and the 12-item General Health Questionnaire. Primary caregivers of children with DDs, particularly mothers, reported more mental health problems and higher levels of psychological distress than the control group. Among families parenting a child with disabilities, caregivers' psychological distress was significantly related to having a child with autism spectrum disorder and the severity of the child's behavioral difficulties. Significant predictors of caregivers' distress were the parent being female, the child being male, a single-parent family, a lower income, and higher depressive symptoms. Caregivers raising children with DDs face unique challenges in terms of care, necessitating the development of family-based interventions to improve the social-emotional well-being and overall quality of life for both parents and children.

Facilitators and barriers to participation in physical activities in children and adolescents living with cerebral palsy: a scoping review

PURPOSE

This scoping review aimed to synthetize personal and environmental facilitators and barriers to participation in physical activities among youths living with cerebral palsy.

METHODS

A systematic literature search was performed in five databases: CINAHL, EMBASE, MEDLINE, PsycINFO, Cochrane, WEB OF SCIENCE. The studies were selected by two independent researchers based on inclusion and exclusion criteria. A semi-quantitative evaluation assessed the consistency of results for a given variable. Variables displaying consistent associations were classified based on the Physical Activity for people with Disability Model.

RESULTS

The electronic search yielded 10 795 articles, of which 57 were included. The main barriers to physical activity identified were motor impairments (30 studies), older age (15 studies), pain (6 studies), attendance in regular school (6 studies), and communication problems (4 studies). Barriers such as upper limb impairment and visual deficit were less frequently studied, while cognitive attributes, adapted physical environments and positive attitude, and family support were identified as facilitators.

CONCLUSION

Personal and environmental factors influencing physical activities behaviors among youths living with cerebral palsy are multiple and complex since they interact with each other. Rehabilitation interventions need to adopt a person-based approach to address barriers and reinforce facilitators.IMPLICATIONS FOR REHABILITATION:Physical activity participation among youths with cerebral palsy is a multidimensional phenomenon, dependent on different personal and environmental factors.Gross motor impairments, communication problems, and pain were the most common personal factors limiting physical activity participation.Environmental factors consistently associated with physical activity participation were school settings, physical environment such as transportation, and social and family support and attitude.Rehabilitation interventions to promote an active lifestyle should consider not only personal factors but their interaction with the child's environment.

Temporal trends and regional variation of heart transplantation in children with intellectual and developmental disabilities

BACKGROUND

Historically, intellectual and developmental disability (IDD) has been considered an important factor in choosing potential recipients of organ transplants among many transplant centers. This study evaluated the temporal changes at the national and regional levels in the proportion of heart transplantation in children with IDD.

METHODS

Children younger than 19 years in the United Network for Organ Sharing (UNOS) database who received heart transplants from 2010 to 2021 were included in this study. The patients were grouped into only definitive intellectual disability, both definitive intellectual and motor disability, only definitive motor disability, and no developmental disability. Multinomial logistic regressions were used to examine the proportion of heart transplants in each category for the whole cohort and each geographic transplant region.

RESULTS

There were 4273 pediatric heart transplant recipients included in the study. From 2010 to 2021, the percentages of pediatric heart transplants increased from 3.8% (95% CI, 0.01-0.05) to 5.8% (95% CI, 0.03-0.08) in children with only definitive intellectual disability (OR 0.07; 95% CI, 0.02-0.1, ptrend  < .002), from 3.4% (95% CI, 0.01-0.05) to 6.6% (95% CI, 0.04-0.09) in children with both definitive intellectual disability and motor disability (OR 0.09; 95% CI, 0.05-0.13, ptrend  < .001), and from 5.2% (95% CI, 0.02-0.07) to 8.3% (95% CI, 0.05-0.1) in children with only definitive motor disability (OR 0.06; 95% CI, 0.02-0.09, ptrend  < .002). There were several regional differences in the proportion of children with intellectual and developmental disabilities who received heart transplants.

CONCLUSION

There is increasing inclusion of children diagnosed with intellectual and developmental disabilities in heart transplantation. A review of the current allocation policies may address the marked geographic variations found in this study.

Performance of a Tic Screening Tool (MOVeIT) in Comparison to Expert Clinician Assessment in a Developmental-Behavioral Pediatrics Clinic Sample

Youth with intellectual and developmental disabilities typically have higher rates of tics and stereotypies compared to children with otherwise typical development. Differentiating between these two pediatric movement disorders can be challenging due to overlapping clinical features, but is relevant due to distinct treatment modalities. The current study evaluated sensitivity and specificity of a tic screening measure, the Motor or Vocal Inventory of Tics (MOVeIT) in a pediatric sample enriched for stereotypy and tics. Children (n=199, age 2-15 years old) receiving care in a developmental-behavioral pediatrics clinic underwent a gold-standard diagnostic assessment by a tic expert; these evaluations were compared to the MOVeIT. The MOVeIT demonstrated good sensitivity (89.8%) and relatively lower specificity (57.1%) compared to tic expert for detecting tics in the overall sample. Specificity of the MOVeIT to identify tics improved to 75% when excluding children with co-occurring stereotypy. For children with tics and co-occurring stereotypy, sensitivity remained high (91.9%) but specificity was low (39.1%). The area under the curve (AUC) value to detect tics on the MOVeIT compared to the tic expert gold standard was significantly higher for children without stereotypy (AUC=85.7%) than those with stereotypy (AUC=64.3%, p <0.01). Overall, the ability to detect tics was better in those without co-occurring stereotypy symptoms. Further work is needed to establish the utility of the MOVeIT in populations where there is a high likelihood of co-occurring tics and stereotypy and in general population settings. Accurate distinction between tics and stereotypy will guide choices for intervention and anticipatory guidance for families.

A Severity Comparison between Italian and Israeli Rett Syndrome Cohorts

Rett syndrome (RTT) is a neurodevelopmental disorder marked by profound cognitive, communication, and motor impairments. Despite identified genotype/phenotype connections, the extent of clinical severity varies even among individuals sharing the same genetic mutation. Diverse sociocultural environments, such as the level of inclusivity of the scholar system, the time spent with family, and the intensity of the rehabilitative intervention provided, might influence their development diversely. This study examines the severity of RTT in people in Italy and Israel, countries with distinct contradictory approaches to caring for those with intricate disabilities, across two age groups. Data from 136 Italian and 59 Israeli girls and women with RTT were assessed and divided into two age categories: above and below 12 years. The RARS, a standardized RTT-specific clinical severity tool, was administered. Despite no differences in age and genetic characteristics, the Italian group showed better scores in the RARS motor and disease-related characteristics areas in both age groups. Moreover, the young Italian participants gathered better total RARS scores and emotional and behavioral characteristics area scores. Furthermore, the young group showed significantly less scoliosis, foot problems, and epilepsy than the older group. These findings endorse the inclusion of girls with RTT in the regular schooling system for a limited daily period, investing in high activity levels within the home and community environments, and suggest continuously providing the person with daily occasions of physical activity and socialization.

Mindfulness as a Potential Moderator Between Child Behavior Problems and Maternal Well-Being

Mindfulness-based programs can help lower psychological distress among parents of children with developmental disabilities. However, less is known about the functions of mindfulness in relation to parental outcomes. In a cross-sectional survey, mothers of children with developmental disabilities (N = 313) reported on their child's behavior problems, trait mindfulness, mindful parenting, and a range of outcomes (anxiety and depression symptoms, parenting stress, family satisfaction, and positive gain). Neither trait mindfulness or mindful parenting acted as moderators between child behavior problems and outcome variables, although both had main effect (compensatory) associations with parent outcomes. Benefits of mindfulness-based programs may be general rather than specifically in the context of high child behavior problems, given the lack of evidence for the moderating function of mindfulness.

An educational model for special patient care in dentistry

Dental school graduates often have a basic knowledge in the management of patients with specialized healthcare needs. As of August 2019, CODA amended their accreditation standard 2-25: dental school graduates must be competent in the assessment and management of treatment of patients with specialized healthcare needs and disabilities. While the majority of these patients require modified dental care, many dental schools lack the facilities to provide both the proper care and education. This paper identifies improvements to dental education brought on by the innovations at Penn Dental Medicines' Personalized Care Suite for Persons with Disabilities (PCARE). Patient centered care is the emphasis of the PCARE curriculum. Although the clinic has special rooms and equipment to assist in accommodating the special needs of the patients, the program focuses on teaching dental students how to provide comfortable, safe, and effective care in a typical office setting. Detailed patient assessment, non-pharmacological management techniques, and treatment plans designed to meet the needs and abilities of the patients and caregivers are taught through lecture and direct patient care. Teaching assessment and management of this population is of great importance. Including treatment in Standard 2-25 creates another challenge to dental education. Penn Dental's facility allows multidisciplinary care in a cohesive and timely manner. The experience in PCARE offers unique opportunities to educate dental professionals in developing a patient centered approach in the treatment and maintenance of oral health in those patients who require accommodation.

The use of augmentative and alternative communication by children with developmental disability in the classroom: a case study

PURPOSE

Augmentative and alternative communication (AAC) systems are often introduced to children with disabilities who demonstrate complex communication needs. As attending school is an essential part of these children's lives, it is important that they use their AAC system to communicate in the classroom. This study aimed to describe the nature of the use of AAC by students with developmental disabilities in the classroom.

MATERIALS AND METHOD

This study was conducted in Malaysia. Six students were observed twice each in their classroom and their classroom interactions were video recorded. The video recordings were transcribed and coded for the presence of a communication event, the student's mode of communication and communication function, the communication partner involved, and access to the AAC system.

RESULTS

Contrary to past studies, most students in this study spontaneously initiated interaction almost as many times as they responded. They primarily communicated with gestures and verbalizations/vocalizations despite having been introduced to an AAC system. When students communicated using their AAC system, they mainly interacted with the teachers, and for the function of either behavioral regulation or joint attention. It was found that for 39% of communicative events, the student's aided AAC system was not within arm's reach.

CONCLUSION

The findings highlight the need for efforts to encourage students with complex communication needs to use AAC more frequently in their classroom to be able to communicate more effectively and for a wider range of communicative functions. Speech-language pathologists can work closely with teachers to provide the necessary support to these students.

Food Insecurity and Health Outcomes of Children With Intellectual and Developmental Disabilities in the United States

We aimed to (a) provide nationally representative estimates of food insecurity (FI) among children with intellectual and developmental disabilities (IDD), and (b) determine the association between FI and four health outcomes (overall health, problem behavior, activities of daily living, functional limitations) in 5,657 children with IDD compared to 1:1 propensity score matched children without IDD. Mixed-effects ordered logistic regression models were used. Children with IDD were more likely to experience FI than children without IDD (43.3% vs. 30.0%, p < 0.001). FI and IDD were independently associated with worse scores on all four health outcomes. Having both FI and IDD further exacerbated the adverse impacts on these health outcomes. The association was stronger among children with moderate-to-severe FI than those with mild FI.

Molecular dynamics simulation of RAC1 protein and its de novo variants related to developmental disorders

Neurodevelopmental disorders (NDDs) are conceptualized as childhood disability, but it has increasingly been recognized as lifelong neurological conditions that could notably impact adult functioning and quality of life. About 1%-3% of the general population suffers from NDDs including ADHD, ASD, IDD, communication disorders, motor disorders, etc. Studies suggest that Rho GTPases are key in neuronal development, highlighting the importance of altered GTPase signaling in NDDs. RAC1, a member of the Rho GTPase family, plays a critical role in neurogenesis, migration, synapse formation, axon growth, and regulation of actin cytoskeleton dynamics. We performed 6µs all-atom molecular dynamics simulation of native RAC1 (PDB: 3TH5) and three-point mutations (C18Y, N39S, and Y64D) related to developmental disorders to understand the impact of mutations on protein stability and functional dynamics. Our analysis, which included root mean square deviation (RMSD), root mean square fluctuation (RMSF), solvent accessible surface area (SASA), radius of gyration (Rg), free energy landscape (FEL), and principal component analysis (PCA), revealed that the N39S and Y64D mutations induced significant structural changes in RAC1. These alterations primarily occurred in the functional region adjacent to switch II, a region crucial for complex conformational rearrangements during the GDP and GTP exchange cycle.Communicated by Ramaswamy H. Sarma.

Methodology of a Natural History Study of a Rare Neurodevelopmental Disorder: Alternating Hemiplegia of Childhood as a Prototype Disease

Here, we describe the process of development of the methodology for an international multicenter natural history study of alternating hemiplegia of childhood as a prototype disease for rare neurodevelopmental disorders. We describe a systematic multistep approach in which we first identified the relevant questions about alternating hemiplegia of childhood natural history and expected challenges. Then, based on our experience with alternating hemiplegia of childhood and on pragmatic literature searches, we identified solutions to determine appropriate methods to address these questions. Specifically, these solutions included development and standardization of alternating hemiplegia of childhood-specific spell video-library, spell calendars, adoption of tailored methodologies for prospective measurement of nonparoxysmal and paroxysmal manifestations, unified data collection protocols, centralized data platform, adoption of specialized analysis methods including, among others, Cohen kappa, interclass correlation coefficient, linear mixed effects models, principal component, propensity score, and ambidirectional analyses. Similar approaches can, potentially, benefit in the study of other rare pediatric neurodevelopmental disorders.

Digital trends in autism: a scoping review exploring coverage of autism across YouTube, Twitter, and Facebook

Autism continues to be a leading neurodevelopmental disorder across adult and pediatric populations that transcends racial, ethnic, age, and socioeconomic groups worldwide. Autism care and treatment also exerts immense costs on the healthcare system and lost productivity which are partly attributed to the existing resource limitations globally. Organizations, campaigns, and policies exist worldwide in increasing equity and accessibility of resources and services to individuals with autism. In the context of our digital era, a wealth of information is also more readily available on autism through electronic communication including social media platforms. As YouTube, Twitter and Facebook are ever-growing and among the leading social media platforms in contemporary times, examination of content covered on autism across these communication mediums is timely and warranted. This review consolidates findings from 32 sources on the sources, formats, and nature of content covered on YouTube, Twitter, and Facebook pertaining to a wealth of dimensions surrounding autism. Strengths and limitations of the studies and endeavors are presented. Implications for future campaign development, health equity, health policy, neurodiversity, and patient care are also delineated. Lastly, recommendations for future research and practice are discussed which present directions for tapping into the potential of YouTube, Twitter, and Facebook as health communication mediums across the ever-changing autism landscape.

The Journey to Early Identification and Intervention for Children with Disabilities in Fiji

Early identification of developmental delay or disability and access to early intervention improves outcomes for children with disabilities and their families. However, in many low- and middle-income countries, services and systems to enable timely, co-ordinated care and support are lacking. The aim of this research was to explore the experiences of families of children with developmental disabilities in Fiji in accessing services for intervention and support across sectors. This qualitative study involved conducting interviews with caregivers of children with disabilities (n = 12), and relevant key stakeholders from health, education, disability, and social support sectors (n = 17). We used journey maps to identify key stages of the families' journeys, identify key barriers and enablers at each stage, and provide multi-sectoral recommendations for each stage. Enablers include proactive help seeking behaviours, the use of informal support networks and an increasingly supportive policy environment. Barriers to identification include a lack of awareness of developmental disabilities and the benefits of early intervention among service providers and the community. A lack of service availability and capacity, workforce issues, family financial constraints and a lack of collaboration between sectors were barriers to intervention once needs were identified, resulting in significant unmet needs and impacting inclusion and participation for children with disabilities. Overcoming these challenges requires a multi-sectoral approach.

Caregiver perspectives on the continued impact of the COVID-19 pandemic on children with intellectual/developmental disabilities

The COVID-19 pandemic has significantly impacted caregivers, especially those raising a child with an intellectual/developmental disability (IDD). While research has shown substantial disruption to the family, school, and occupational lives of the IDD community, little is known about the long-term impacts of COVID-19. To address this question, 249 caregivers were surveyed via an online questionnaire, between April and August of 2022 (more than 2 years into the pandemic) about potential impacts of the COVID-19 pandemic on their child's access to health- and school-based therapeutic services, caregiver mental health, and family life. The majority of caregivers reported disruptions in access to and quality of school-based therapeutic services for their child as well as a reduction in educational accommodations in the 2021-2022 academic year. Nearly half of caregivers reported feeling anxious and almost a quarter reported feeling depressed for the majority of their days. More than half of respondents reported decreased social support, and one-fifth reported employment disruptions and decreased access to food. These findings suggest that families of children with IDD are still experiencing ongoing negative impacts of the pandemic, emphasizing the critical need for continued support in the wake of the initial and more obvious disruptions caused by the COVID-19 outbreak.

Utilization and Staff Perspectives on an On-Demand Telemedicine Model for People with Intellectual and Developmental Disabilities Who Reside in Certified Group Residences

Background

Non-emergent medical problems that arise when a usual provider is unavailable can often result in emergency department or urgent care visits, which can be particularly distressing to people with intellectual and developmental disabilities (PIDD). On-demand, synchronous telemedicine may be a promising supplement when immediate care from usual sources is unavailable. Prior research demonstrated that high-quality telemedicine can be effectively delivered to PIDD. The aim of this article is to describe the utilization and staff perspectives on the implementation of the Telemedicine Triage Project (TTP), an innovative model that provides telemedicine consultations for PIDD who reside in state-certified group residences and present with an urgent but non-emergent medical concern when their usual provider is unavailable.

Methods

Call frequency data for calendar years 2020 and 2021 were reviewed. The study team conducted semi-structured interviews, with 19 key informants representing organizational- and agency-level leadership and staff. The interview data were analyzed using a protocol-driven, rapid qualitative methodology.

Results

Telemedicine consultations increased from 7953 in 2020 to 15,011 calls in 2021, and call volume peaked between 10 am and 1 pm. Key informants reported high satisfaction with TTP; universal benefits and a few barriers to implementation; and strong interest in maintaining the program beyond the grant period.

Discussion

Over the first 2 years of its implementation, the TTP program was widely utilized and proved extremely feasible and acceptable to staff. This model is a promising and highly feasible way to provide equitable access to telemedicine for PIDD by addressing barriers to and disparities in access to health care that affect PIDD.

Predicting Fetal Alcohol Spectrum Disorders Using Machine Learning Techniques: Multisite Retrospective Cohort Study

BACKGROUND

Fetal alcohol syndrome (FAS) is a lifelong developmental disability that occurs among individuals with prenatal alcohol exposure (PAE). With improved prediction models, FAS can be diagnosed or treated early, if not completely prevented.

OBJECTIVE

In this study, we sought to compare different machine learning algorithms and their FAS predictive performance among women who consumed alcohol during pregnancy. We also aimed to identify which variables (eg, timing of exposure to alcohol during pregnancy and type of alcohol consumed) were most influential in generating an accurate model.

METHODS

Data from the collaborative initiative on fetal alcohol spectrum disorders from 2007 to 2017 were used to gather information about 595 women who consumed alcohol during pregnancy at 5 hospital sites around the United States. To obtain information about PAE, questionnaires or in-person interviews, as well as reviews of medical, legal, or social service records were used to gather information about alcohol consumption. Four different machine learning algorithms (logistic regression, XGBoost, light gradient-boosting machine, and CatBoost) were trained to predict the prevalence of FAS at birth, and model performance was measured by analyzing the area under the receiver operating characteristics curve (AUROC). Of the total cases, 80% were randomly selected for training, while 20% remained as test data sets for predicting FAS. Feature importance was also analyzed using Shapley values for the best-performing algorithm.

RESULTS

Overall, there were 20 cases of FAS within a total population of 595 individuals with PAE. Most of the drinking occurred in the first trimester only (n=491) or throughout all 3 trimesters (n=95); however, there were also reports of drinking in the first and second trimesters only (n=8), and 1 case of drinking in the third trimester only (n=1). The CatBoost method delivered the best performance in terms of AUROC (0.92) and area under the precision-recall curve (AUPRC 0.51), followed by the logistic regression method (AUROC 0.90; AUPRC 0.59), the light gradient-boosting machine (AUROC 0.89; AUPRC 0.52), and XGBoost (AUROC 0.86; AURPC 0.45). Shapley values in the CatBoost model revealed that 12 variables were considered important in FAS prediction, with drinking throughout all 3 trimesters of pregnancy, maternal age, race, and type of alcoholic beverage consumed (eg, beer, wine, or liquor) scoring highly in overall feature importance. For most predictive measures, the best performance was obtained by the CatBoost algorithm, with an AUROC of 0.92, precision of 0.50, specificity of 0.29, F1 score of 0.29, and accuracy of 0.96.

CONCLUSIONS

Machine learning algorithms were able to identify FAS risk with a prediction performance higher than that of previous models among pregnant drinkers. For small training sets, which are common with FAS, boosting mechanisms like CatBoost may help alleviate certain problems associated with data imbalances and difficulties in optimization or generalization.

Evaluation of a smart home platform for adults with Down syndrome

People with Down syndrome (DS) encounter difficulties in their daily lives. In recent years, smart homes have provided some answers to the problem of residential autonomy. In fact, smart homes can provide support for complex routines and activities, while adjusting to the person's behaviors and needs and offering maximum control of the environment. In this context, the objectives of this study were to assess (i) the usability of the smart home platform as well as (ii) the impact of the use (for 6 months) of this platform by adults with DS on many dimensions such as residential autonomy, projection into the future, the development of a life plan, self-determination, quality of life, self-esteem, anxiety, and psychological well-being. The first objective of a preliminary study was to verify that the support platform we use is suitable and can be used effectively by people with DS. For the preliminary study, the evaluations show effective, satisfactory and efficient use of all applications. Regarding the objective of our study, the evaluations show positive impacts on many dimensions such as living skills, self-determination, quality of life, self-esteem, anxiety and certain components of life psychological well-being.

Examining the Impact of COVID-19 on Education and Service Access for Diverse Families of Young Children With and Without Developmental Delays

The rapid transition to virtual learning due to the COVID-19 pandemic created unprecedented challenges that significantly impacted caregivers of young children, particularly those with developmental delays and children from non-English speaking households (Valicenti-McDermott et al., 2022). The current study aims to describe caregivers' concerns regarding the COVID-19 pandemic in general and specific educational concerns following school closures, and to determine whether their concerns varied as a function of whether the child had a developmental delay or the parent's ethnicity. Results revealed that caregivers of children with DD endorsed a greater number of general and education-specific COVID-19 concerns compared to caregivers of TD children, and non-Latinx caregivers of children with DD reported more general COVID-19 concerns compared to Latinx caregivers of children with DD. With respect to education-specific concerns, caregivers of children with DD reported a greater impact from the loss and/or delay of services and reported feeling significantly less capable of conducting educational activities in the home compared to caregivers of TD children. However, almost all caregivers in the study endorsed some level of stress from remote instruction. These findings suggest there is a specific need for attention to caregiver mental health and an examination of long-term educational outcomes resulting from extended school closures during the COVID-19 pandemic.

Burden of autism spectrum disorders in North Africa and Middle East from 1990 to 2019: A systematic analysis for the Global Burden of Disease Study 2019

INTRODUCTION

Autism spectrum disorders (ASD) encompass a range of neurodevelopmental disorders that affect the patient's communication and behavior. There are some reports about the increasing prevalence of ASD in recent decades, mostly due to the improvement in diagnosis and screening status. Few studies suggested a lower prevalence of ASD in North Africa and Middle East compared to more developed regions. The aim of this study is to provide a comprehensive outlook of ASD in the region.

METHODS

We used Global Burden of Disease (GBD) data from 1990 to 2019 in North Africa and Middle East, which is one of the seven super regions of the GBD categorization. In this study, we reported the epidemiologic indices, including prevalence, incidence, and years lived with disability (YLDs) for ASD in the 21 countries of the super region. We also compared these indices between the countries based on their sociodemographic index (SDI) which was calculated according to income per capita, mean education, and fertility rate.

RESULTS

Age-standardized prevalence rate (ASPR) of ASD in the region is 304.4 (95% uncertainty interval 251.2-366.1) per 100,000 in 2019 with less than one percentage change since 1990. Age-standardized YLDs and incidence rates were 46.4 (30.4-67.5) and 7.7 (6.3-9.3) per 100,000 in 2019. The ASPR was 2.9 times greater in males compared to females in 2019. The highest age-standardized prevalence, incidence, and YLD rates among the countries were seen in Iran in 2019 (370.3, 9.3, and 56.4 per 100,000, respectively). High SDI countries had higher age-standardized YLDs rates compared to the other countries of the region.

CONCLUSION

In conclusion, the trends of age-standardized epidemiologic indices remained approximately steady through the years 1990-2019 in the region. Though, there was a wide discrepancy between the countries of the region. The difference of YLDs among the countries of this region is related to the SDI of the countries. Monetary and public awareness status are the SDI factors that may affect the quality of life of ASD patients in the region. This study provides valuable information for governments and health systems to implement policies for maintaining the improving trend, achieving more timely diagnosis, and bettering the supportive actions in this region.

Human capabilities of South African parents who have children with developmental disabilities

Background

Parenting a child with a developmental disability (DD) has a substantial influence on the lives of the parents or caregivers, as well as on how the family operates. This is frequently because of the adjustments in some daily practices that are crucial for parents' or caregivers' human capabilities to provide for childcare. There is not enough research done on human capabilities of parents or children with DD in South Africa.

Objectives

This study investigated the available support in improving the human capabilities of parents or caregivers with children with DD and the bodily health and bodily integrity human capabilities of parents or caregivers with children with DD.

Method

Qualitative interviews were conducted with 11 parents or caregivers of children aged between 1 and 8 years old with DD. This study used snowball sampling. Thematic data analysis was chosen to analyse the data collected.

Results

The results of the study indicate that participants have difficulties bringing up their children because of the emotional strain that goes along with parenting a child with DD. In addition, participants were not able to afford decent and satisfactory shelter and had limited access to good quality food because they could not afford it.

Conclusion

A lack of social support and care burden influences parents' or caregivers' ability to raise their child with developmental disability.

Contribution

The study contains helpful information about families of children with DD in under-resourced locations. The information may be of significance to policymakers who are accountable for designing and executing policies that are targeted at assisting parents or caregivers of children with DD.

Effects of an Augmentative and Alternative Communication Technology Decoding Feature on Single-Word Reading by Individuals With Down Syndrome and Limited Functional Speech

PURPOSE

Literacy skills are foundational to participation in adolescent and adult life, and decoding skills (i.e., sounding out to read words) are critical to literacy learning. Literacy also increases communication options for individuals with developmental disabilities who use augmentative and alternative communication (AAC). Yet, current AAC technologies are limited in their support of literacy development (especially decoding skills) for the individuals with developmental disabilities who require them. The purpose of this study was to conduct a preliminary evaluation of a new AAC feature designed to support decoding skills.

METHOD

Three individuals who had limited functional speech and limited literacy skills, specifically two adolescents and one young adult with Down syndrome, participated in the study. The study used a single-subject, multiple-probe, across-participants design.

RESULTS

All three participants demonstrated increases in reading performance, including decoding of novel words. High variability in performance was observed, however, and no participant reached reading mastery. Still, analysis reveals that for all participants, interacting using the new app feature increased reading.

CONCLUSIONS

These results offer preliminary evidence that an AAC technology feature that provides models of decoding (upon selection of AAC picture symbols) can support individuals with Down syndrome in building decoding skills. While not intended to replace instruction, this initial study offers initial evidence in its efficacy as a supplemental avenue for supporting literacy in individuals with developmental disabilities who use AAC.