MétaCan
Menu
Back to cohort
Record W4280604746 · doi:10.3390/socsci11050212

Building China’s Eldercare Market: The Imperatives of Capital Accumulation and Social Stability

2022· article· en· W4280604746 on OpenAlexafffund
Feng Xu

Bibliographic record

VenueSocial Sciences · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicIntergenerational Family Dynamics and Caregiving
Canadian institutionsUniversity of Victoria
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsCommodificationBureaucracyChinaCorporate governanceGovernment (linguistics)AuthoritarianismMarket economyBusinessEconomic growthEconomic policyEconomicsPolitical scienceFinanceDemocracyPolitics

Abstract

fetched live from OpenAlex

The paper investigates China’s effort to create an eldercare market to shed light on how China’s economic reform entailed the creation of new institutions (e.g., eldercare market including eldercare labour market) and the reconfiguration of existing institutions (e.g., governance and regulation, the family, and the community). All this was needed for the market to flourish while maintaining and strengthening the regime. An urban eldercare market, including an eldercare labour market, was created by local governments (i.e., municipalities, districts, counties, and towns) with central government policy directives, in order to address China’s demographic aging and care crisis. However, once enough demand and supply were created, local governments turned to New Public Management (NPM) to operate publicly funded eldercare institutions. The paper argues that NPM has different rationalities in China than in liberal democracies; in China, they strengthen the Party and contribute to the durability of the authoritarian rule, rather than “shrink the state”. However, in China as in the West, bureaucratic logic hampers the implementation of NPM and the governance of the eldercare sector. The implication of bureaucratic logic driving the regulation of the eldercare sector is that care is not at the centre of eldercare. The paper also argues that the commodification and privatization of eldercare, in line with the global trend, was a deliberate government policy aimed at creating a positive condition for the market economy to flourish, but at the expense of social reproduction/care. Unlike many Western transitions to market provision, this one entailed the decline in the extended family as the main eldercare institution of the immediate past. However, the commodification and privatization of social reproduction have been incomplete and met with resistance, prompting the state to invest more in the sector to maintain social stability. Data for this paper derive from personal interviews with key informants and eldercare workers, official document analysis, and secondary literature analysis from Chinese scholars in mainland China.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.030
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0050.005
Scholarly communication0.0040.003
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.037
GPT teacher head0.350
Teacher spread0.312 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations5
Published2022
Admission routes2
Has abstractyes

Explore more

Same venueSocial SciencesSame topicIntergenerational Family Dynamics and CaregivingFrench-language works237,207