Development, feasibility, and acceptability of a process based intervention to decrease internalized ageism
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
A lifetime of exposure to ageism may be internalized in older adults, and these ageist beliefs that are directed inwards can have severe consequences. However, research on reducing internalized ageism is scarce. To address this, we designed and implemented a six-week online process-based intervention to reduce internalized ageism and to assess its feasibility. The intervention utilized a process-based therapy approach targeting psychological, behavioral, and physiological pathways through which internalized ageism negatively impacts health, as specified by stereotype embodiment theory. Intervention components included education, acceptance and commitment therapy techniques, and attributional retraining. A total of 81 older adult participants participated in the feasibility study. Most participants rated each session and the overall program as very useful after each session (average program usefulness rating of 4.54/5). Participants also attributed a wide range of novel behaviors to this intervention and stated that they felt it changed their perspectives on ageism and/or internalized ageism. Results from this study provide a promising foundation from which to advance research on interventions that address internalized ageism - a problem that has severe consequences on the health and well-being of growing numbers of older adults globally.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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