Parents’ Expectations of Familial Elder Care under the Neoliberal Hong Kong Society
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
Previous studies have examined the shifts in traditional familial values among Chinese populations. It was argued that the values have diminished or eroded due to Westernization and modernization. Instead of the collectivist-individualist divide, this study aims to understand the role of neoliberal discourse in Hong Kong Chinese parents’ beliefs in familial values and elder care. Using data from 120 in-depth individual interviews with parents of different generations, this study found four themes: (1) the notion of self-reliance; (2) the intertwinement of neoliberal ideas and filial values; (3) redefinition of filial behaviors; and (4) commodification of care. Results suggest that the changes in parents’ filial beliefs have shifted senior care responsibilities from families to individuals and the private market. It creates a disjuncture between care arrangement and governmental welfare; more comprehensive pension and senior care services are thus needed to respond to societal changes.
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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