A comparison of mobility assistive devices for elderly and patients with lower limb injury: Narrative Review
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
Older adults, people with chronic conditions, the disabled, and people with mobility impairments suffer from movement difficulties and have the risk of falling. Mobility aids alleviate the impact of mobility limitations or improve independence and reduce the burden of care and help people with mobility problems to move around enjoy greater freedom and independence. These assistive devices are essential to facilitate more movement independence and reduce pain and boost self-confidence and happiness in the regular life of the elderly. In this review paper, we have addressed the context and need for mobility aids. The main objective of the research was to explore different options of mobility assistive devices and compare their advantages and drawbacks. The study found standard cane as the most popular assistive device of all due to its user convenience. This study can help to find out the limitations of different mobility aids and help to improve features to increase user convenience.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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