Housing, home ownership and the governance of ageing
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
‘Active ageing’ has become core to ageing policy internationally. This paper argues that housing, and specifically home purchase, is fundamental to the governance of active ageing in liberal welfare states such as Australia, the UK , the US and Canada. Specifically, the paper expands understanding of how neoliberally inflected active ageing agendas are advanced in conjunction with housing consumption, and builds new knowledge of the governance of asset‐based welfare, the investor subject, and housing marginality, showing how these practices and identities are governed temporally through ideas about what it means to age well. Arguments are advanced through analysis of Australian government ageing and age‐connected housing strategies in the 20 years to 2015. These strategies construct three key connections between housing and ageing. First, housing is framed as a base (or location) for active ageing, with secure, appropriate and affordable housing depicted as enabling participation. Second, home ownership is positioned as an individual responsibility. In this framing home ownership becomes a ‘choice’ and means through which individuals can demonstrate responsibility by self‐insuring against the fiscal risks of older age. Third, home ownership is connected to the activation of ideal ageing identities by enabling home owners as productive agers (the home as a form of income) and active consumers (home as a resource to fund prudential and age‐defying consumption in older age). Significantly, in framing home ownership as an individual responsibility and choice the importance of structural factors shaping housing access are downplayed. This is a question of key geographical significance, foregrounding an interlinked agenda of not just how, but where, ageing should take place.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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