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
This qualitative study explores older adults', caregivers', and nurses' perceptions regarding adult day care (ADC). The study took place in two small towns and one small city in the northern interior region of British Columbia, Canada, with the intent to develop ADC programs that reflect the needs of older persons and their caregivers. The 32 participants contributed their perceptions in focus groups and individual interviews. The interviews, in this descriptive/exploratory study, were audiotaped, transcribed verbatim, and analyzed using inductive, qualitative techniques. The participants acknowledged ADC services as essential to the health and well-being of older adults and their caregivers. The major themes that emerged were need for respite; aging in place; ADC programming; program characteristics; staff knowledge, skills, and attitudes; and northern perspectives. The study participants identified a number of possible reasons for underuse of ADC programming in the north. This study provides information that can facilitate the grounding of ADC policy within the clients' perspectives and a northern context. The participants' thoughts also highlight areas of policy that have broad applicability to the provision of services to the elderly in any setting.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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