An overview of assistive technology products and services provided in Malawi
Bibliographic record
Abstract
BACKGROUND: Assistive technology is the products and services used by individuals with functional limitations to enable participation in society and realisation of rights afforded by the United Nations Convention on the Rights of Persons with Disabilities. The Assistive Product List is a comprehensive list of products identified as essential for access through universal health coverage. Key stakeholders, including organisations of persons with disabilities, civil service organisations, academic organisations and government ministries are collaborating to integrate assistive technology into policy and develop a priority assistive products list for Malawi. OBJECTIVE: To understand the organisational characteristics of, and assistive products provided by, key stakeholders working in AT in Malawi. STUDY DESIGN: Online survey of representatives from key stakeholder organisations. METHODS: We surveyed representatives of key stakeholder organisations to gather information regarding assistive technology product and service provision in Malawi. Responses were analysed using counts for closed-ended questions, and conventional content analysis for open-ended questions. RESULTS: A total of 36 of the 50 APL products were provided by eight organisations. Related services were provided for 36 of the 50 APL products by twelve organisations. Five organisations reported providing both products and services. Products and services are largely funded by donation and provided free to those who require them. CONCLUSION: A range of organisations in Malawi play a role in assistive product delivery and related services. Coordinated AP delivery and service provision is required at a national level which is sustainable and inclusive, and is based on identified needs of the Malawian population.Implications for rehabilitationPolicies supporting assistive product and service provision must acknowledge the contextual needs of the communities where they are implemented.Coordination is required for assistive product and service provision at the national and subnational level.Existing and potential gaps in service provision must be addressed when implementing a national assistive products list.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".