Learning from Elders about Autonomy, Meaningfulness, and Relationships
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
In this essay, we appeal to conceptual and empirical research to establish that autonomy and meaningfulness, when understood concretely and realistically, remain possible for frail and dependent elders. Contrary to ageist cultural attitudes, relationships render frailty and dependence compatible with the exercise of autonomous agency and with a life of meaning. This conclusion is important not only for the goal of supporting frail elders but also for developing a realistic understanding of the way relationships and spirituality are required for autonomy and meaning in the life of any human person, regardless of what state of dependence or independence they may be in. Each of us develops and continues to exist in radical dependence on others. Seeing the way autonomy and meaning manifest in the context of frailty and dependence thus helps us better appreciate what these crucial aspects of being human mean for all of us. In other words, we can learn important lessons about autonomy, meaningfulness, and relationship from the experience of our elders, and in particular from those who experience significant frailty and dependence.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 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) | 0.001 | 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