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
This paper draws on insights from narrative gerontology, narrative psychology, and narrative therapy to discuss spirituality in relation to aging. Defining spirituality in terms of meaning-making, it considers the possibility of narrative foreclosure - i.e., one's life continues on (beyond retirement, for instance) yet, in one's mind, one's story has all but ended. It argues that coping with the changes and challenges of later life requires countering such foreclosure by developing a good, strong story. A process of story-work is then elaborated whereby older adults can be assisted in expanding, examining, transforming, and eventually transcending the stories by which they live.
 Every person is born into life as a blank page -and every person leaves life a full book (Baldwin, 2005, p. ix).
 Growing old is one of the ways the soul nudges itselfinto attention to the spiritual aspect of life (Moore, 1992, p. 214).
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 | 0.000 | 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) | 0.004 | 0.004 |
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