Disability and rehabilitation in Tanzania: a review of the literature
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
PURPOSE: This scoping review outlines recently published information available about disability prevalence and management, as well as environmental conditions and the rehabilitation context in the country of Tanzania. The information is presented from diverse sources including research articles, government documents and reports from international development agencies. METHOD: Documents for this review were located using four search strategies; a search of electronic databases, contact with key informants, a reference list search of articles selected for review and a search of key websites. The documents were classified based on the format and focus of the material, while the information was organised into qualitative themes based upon the research objectives to present a descriptive overview on this topic. FINDINGS: The findings of this study confirmed the lack of information available about the profile of disabilities, with evidence suggesting that disabilities are not satisfactorily managed in Tanzania; however, environmental conditions were found to be well documented. Several environmental supports and barriers for people with disabilities were described. CONCLUSION: The findings of this review indicate a need to further develop rehabilitation service provisions in Tanzania to improve the management of disabilities.
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.
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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.015 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| 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 it