Support for families coping with stroke or dementia: special considerations for emergency management
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
Public resilience, an important determinant of effective disaster management, is dynamic, and families coping with debilitating illnesses, such as stroke or dementia, experience unique vulnerabilities as a result of their caregiving responsibilities. When social networks cannot sustain care, family caregivers turn to formal respite programmes for support. This has tremendous implications on demands for respite services in any disaster response. With an ageing population, the demands for family caregiving are increasing, and more people face the challenges of balancing work and family responsibilities. This includes members of the response community who have family members who need assistance with daily living. Without support, many responders may struggle to fulfil their professional roles, creating a threat to response capacity. Preparedness interventions should focus on building resilience and encourage families to explore possibilities for respite care as well as other standard strategies to ensure self-sufficiency in the early phases of a disaster.
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 | 0.001 | 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 | 0.001 | 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) | 0.002 | 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