Off-Target Verbosity, Everyday Competence, and Subjective Well-Being
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
BACKGROUND: Off-target verbosity (OTV), defined as prolific speech that is lacking in focus, is exhibited by relatively few older adults, but increases in prevalence with age. OBJECTIVE/METHODS: The hypothesis that a high level of OTV is associated with declining competence in other aspects of everyday life was examined in 142 older adults, previously screened for the level of OTV. Competence was assessed based on self-reported changes since age 50 years in quality and quantity of engagement in eleven domains of instrumental and voluntary activities of everyday life. RESULTS: Path models indicated that a high level of OTV was associated with a decreased competence in everyday activities and was indirectly linked, through competence, with lower well-being and greater loneliness. With competence level controlled, a high level of OTV directly predicted less loneliness. CONCLUSIONS: These findings support the hypothesis that a high level of OTV is symptomatic of a more general decline in competence and of less successful aging. However, a high level of OTV also entails a strong motivation for talking to others and thus may offer protection against loneliness.
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 | 0.001 |
| 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 | 0.001 |
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