Obscuring the costs of home care: restructuring at work
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 study of displaced home care workers reveals how managed competition serves to produce a flexible and atomized work force. Laid off when their nonprofit employer could not compete in the local home care market, workers blamed their employer and their union for their jeopardy. Obscured from local view was the role of government policy in offloading services to the market, benefiting privileged participants in the hospital, professional and market health care sectors. Workers’ indignation at their own and their elderly clients’ unfair treatment dissipated: they had to attend to the practical imperatives in their lives, and were unable to locate a target for their protest. Resolving to be flexible and self-sufficient in the future, they struggled to rework identities as committed carers. The study illuminates how particular organizational and political processes render services more meagre and labour more flexible, and suggests particular possibilities for both accommodating and disrupting those trends.
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 | 0.001 | 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