Do Assessment Tools Shape Policy Preferences? Analysing Policy Framing Effects on Older Adults’ Conceptualisation of Autonomy
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
Abstract The concept of autonomy is essential in the practice and study of gerontology and in long-term care policies. For older adults with expanding care needs, scores from tightly specified assessment instruments, which aim to measure the autonomy of service users, usually determine access to social services. These instruments emphasise functional independence in the performance of activities of daily living. In an effort to broaden the understanding of autonomy into needs assessment practice, the province of Québec (Canada) added social and relational elements into the assessment tool. In the wake of these changes, this article studies the interaction between the use of assessment instruments and the extent to which they alter how older adults define their autonomy as service users. This matters since the conceptualisation of autonomy shapes the formulation of long-term care policy problems, influencing both the demand and supply of services and the types of services that ought to be prioritised by governments. Relying on focus groups, this study shows that the functional autonomy frame dominates problem definitions, while social/relational framings are marginal. This reflects the more authoritative weight of functional autonomy within the assessment tool and contributes to the biomedicalisation of aging.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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