Shaping ideal places for retirement: Occupational possibilities within contemporary media
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 article presents a critical discourse analysis of 82 Canadian newspaper texts addressing ideal housing options for individuals preparing for and living in their retirement years. The analysis explored key aspects of ideal places for retirement and critically considered the occupational possibilities shaped within such texts. The texts analyzed urged pre‐retirees and early retirees to work towards being active, youthful and modern, through becoming proactive housing consumers. Ideal places were those that enabled older individuals to live with people who were similar in terms of age, class and interests, while ideal occupations involved consumption, physically active leisure and cultured activities. Building on research addressing the social and political implications of discourses regarding ideal places for retirement, the occupational implications of such places are considered both for those aging individuals who have the resources to consume such places, and for those who are excluded from them.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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