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Record W4414864064 · doi:10.1080/09669760.2025.2568495

‘All parents want <i>caregivers to protect and love their children</i> ’: perceptions of childcare workers, trainers, and government officials in Vietnam

2025· article· en· W4414864064 on OpenAlexfundno aff
Elizabeth Hentschel, Karima Rehmani, Ha Thu, Aisha K. Yousafzai

Bibliographic record

VenueInternational Journal of Early Years Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEarly Childhood Education and Development
Canadian institutionsnot available
FundersGrand Challenges Canada
KeywordsGovernment (linguistics)PerceptionEarly childhood educationChild carePublic policy

Abstract

fetched live from OpenAlex

Access to high-quality childcare can have multi-generational impacts, including improved employment opportunities for women and improved child outcomes. Despite an increasing number of women entering the workforce in low- and middle-income countries, the definition of ‘quality’ childcare stems largely from westernised, high-income, countries. This qualitative study aimed to understand how childcare quality is conceptualised by key stakeholders in informal childcare settings in the industrialised zones of Da Nang and Quang Nam Provinces in Vietnam. Twenty-nine stakeholders were interviewed including, childcare center trainers (n = 6), government stakeholders (n = 6), childcare center providers (n = 8), and parents (n = 9) through in-depth interviews conducted in December 2019 and June to July of 2020. We found that our stakeholders’ perspectives could be categorised into two themes, structural quality, including the learning environment and childcare-provider interactions, and process quality, including childcare-provider interactions and other aspects that promote early child development. Although our broad theme findings are consistent with the exiting literature, stakeholders emphasised context-specific markers of quality, such as children’s obedience and happiness, as essential outcomes of care. These insights provide a culturally grounded understanding of quality in Vietnam’s informal childcare sector, with implications for future policy and programming.Abbreviations: LMIC: low-and-middle-income country; ECCE: early childhood care and education; SDG: sustainable development goal; ECD: early childhood development; HBC: home-based care

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.131
Threshold uncertainty score0.320

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.007
GPT teacher head0.298
Teacher spread0.290 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations0
Published2025
Admission routes1
Has abstractyes

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