Involvement of Informal and Formal Service Providers: Meeting the Home Care Needs of Older Adults with Severe Functional Impairments
Bibliographic record
Abstract
This study examines informal and formal service providers' involvement in each activity of daily living (ADL) of older adults with severe functional impairments and the older adults' unmet needs for ADL assistance. In addition, this study examines the relationship between the involvement of informal and formal service providers and unmet needs for ADL assistance. Using the data from the 1999 National Long- Term Care Survey, the study included 275 older adults, who experienced ADL impairments and received assistance. This study found that nearly a quarter of the older adults reported unmet needs for ADL assistance. This study also found that the involvement of informal and formal service providers was not significantly related to unmet needs. However, the factors, including the older adult's functional status, levels of assistance received, and Medicaid enrollment, were significantly related to unmet needs included. Practice implications from these study findings for home care service providers are discussed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.006 |
| 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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".