Third-Age Education in Canada and Japan: Attitudes Toward Aging and Participation in Learning
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
Abstract Lifelong learning is essential to participation in society, and presents important challenges for educational gerontology. This study compares Canadian and Japanese perspectives on (a) attitudes toward aging, (b) the learning needs of older adults, and (c) the role of centers of learning. Surveys were conducted of sample populations in two elder colleges in Japan (N = 419, 753; mean age 66.4,70.5) and two senior centers in Canada (N = 122; mean age 75.0). Results suggest Canadian respondents have more positive attitudes toward aging; Japanese respondents have greater needs for social/communicative learning; and Canadians have a greater need for traditional learning. Future implications for older-adult education and research are discussed. Notes Cf. p < .01 (χ2 = 50.16, df = 4). Cf. Nishinomiya %: very much interested + interested. (%): interested.
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) | 0.000 | 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