Children with disabilities during the COVID-19 pandemic: medical and social comparative study
Bibliographic record
Abstract
Background. The COVID-19 pandemic is a global challenge to States and health systems. The pandemic and its consequences can have a devastating impact on the health and development of children, especially those in vulnerable situations — children with disabilities. The aim of the study is a medical and social assessment of the effect of the COVID—19 pandemic and its consequences on families with children with disabilities. Methods. A descriptive study using the Google forms platform was conducted using the cross-sectional method. Two groups of parents of children aged 0–17 years with disabilities (group 1) and without disabilities (group 2) who apply to a medical organization for preventive examinations were interviewed. Results and discussion. A total of 175 electronic questionnaires were received. Parents from 46 regions of Russia participated in the survey. A significant majority of respondents were women — 172 people (98%), 3 men (2%). More than half of the respondents are residents of the megalopolis. The study showed that the COVID-19 pandemic had a negative impact on the health and education of children and on the lifestyle and families welfare in general. It was revealed that the financial situation of many families who took part in the study worsened, which affected the living conditions of children. During the COVID-19 pandemic, the health care system was being rebuilt taking into account new tasks to counteract dangerous infection, which was reflected in changes in the provision of medical care to children, and in some cases this led to a deterioration of their health. A significant number of parents who participated in the study believe that changes in the organization of medical care during the pandemic had a negative impact on their child’s health. Among the main health problems, parents highlight delays and cancellations of medical consultations, difficulties in obtaining urgent care and problems with drug provision. Among the main health problems, parents highlight delays and cancellations of medical consultations, difficulties in obtaining emergency care and problems with drug provision. The study shows that families with disabled children have been affected by the COVID-19 pandemic to a greater extent than families raising children without chronic health problems. If the deterioration of the financial situation is almost equally revealed in both groups, then problems related to medical care and education have a more noticeable impact on families with a child with a disability. The obtained results should be taken into account in times of new challenges when developing measures of state support for families with children, especially with children with disabilities. At the same time, it is important to pay primary attention to the organization of medical care for children (continuity of planned medical care for the child population and rehabilitation actions) and educational services (providing online learning opportunities for the child, taking into account individual ones). Conclusion. The COVID-19 pandemic and its consequences have had a negative impact on the standard and quality of life of people, especially families with children. The pandemic has had a significant adverse impact on the health and development of children, especially children with disabilities. The study showed a decrease in the financial situation of families, problems with children receiving medical care, difficulties in education, especially with regard to specialized pedagogical classes with disabled children, during the pandemic. According to the study, in order to prevent the negative impact of the pandemic, it is proposed not only to provide financial support to families, but also to maintain access to the educational process with the provision of the required devices, as well as the possibility of receiving medical care for children, especially children with disabilities, including planned.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".