Contextual Action Theory in Nursing Home Settings: A Conceptual Framework for Considering the Active Role of Residents
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
Nursing home (NH) residents are often considered passive recipients of care with a limited role in shaping their experience. This perspective is often reproduced in NH research, which restricts resident participation, thereby upholding ageist views that cause discrimination of older adults living in NH settings. In this article, we propose using Contextual Action Theory (CAT) as a conceptual framework for exploring NH experiences in a way that incorporates the active role of residents. CAT supports the active role of NH residents by emphasizing the capabilities of human beings to form preferences and act on those preferences, without assumptions of rationality. The emphasis on human action allows researchers to consider NH experiences as co-constructed between residents, care providers, and family members, which means placing an emphasis on the actions and goals of NH residents, no matter their cognitive or physical impairments. CAT also supports personhood and social citizenship concerns in NH research, by acknowledging the differing preferences and thereby differing experiences of NH care by individual residents. We argue that CAT should be considered a useful framework for putting residents in the center of NH research.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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