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 is concerned with the manner in which people make sense of one of gerontology’s most debated constructs - successful aging. Gerontologists agree that, as a construct, successful aging is determined by cultural values. In practice, however, the gerontological debate equates successful aging with the delay of the aging process; activity; a future- orientation and managing on one’s own. It is this last assumption - the one associated with self-sufficiency - that is this paper’s point of departure. Understandings of what it means to age successfully are framed, for example, within the realm of either individual or collective oriented ideas regarding the role that family members ought to play in old age. As themes, familial obligations and expectations regarding the necessary family involvement for a good old age to be insured are therefore central to the cross-cultural study of successful aging. Yet, in the gerontological debate, the cultural variation that exists in regards to familial expectations is often disregarded since it is only individualist ideas in this respect that are taken for granted. As part of a preliminary empirical testing of a newly designed theoretical framework for the study of the relationship between cultural values and successful aging, value orientations regarding relational modes (i.e. whether individual, collateral and lineal relationships are preferred) and the understandings of successful aging that follow from them (i.e. whether successful aging is thought to be contingent self-sufficiency, half-sufficiency or dependency upon one’s family in old age) have been studied. Henceforth are theoretical and methodological reflections regarding the findings obtained in this study. This article aims to illustrate how the point of departure of the study in question facilitated and/or inhibited the tapping into respondents’ conceptualizations of family duties and the role that family members are expected to fulfill if successful aging is to be ensured.
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 | 0.000 |
| 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) | 0.000 | 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