Parents’ Expectations of Familial Elder Care under the Neoliberal Hong Kong Society
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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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".