MétaCan
Menu
Back to cohort
Record W7117370703 · doi:10.1177/1354067x251411797

Navigating Borders and Bytes: The Reconstruction of Parenting Narratives by Chinese Immigrant Mothers

2025· article· en· W7117370703 on OpenAlexaffabout
Dongzhao Liu

Bibliographic record

VenueCulture & Psychology · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicChild Development and Digital Technology
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsNarrativeSociocultural evolutionImmigrationQualitative researchGrounded theoryNarrative inquiry

Abstract

fetched live from OpenAlex

This qualitative study investigates how Chinese immigrant mothers in Canada reconstruct their parenting narratives by drawing on life experiences and engaging with childrearing philosophies accessed through digital platforms. Grounded in a narrative approach, our analysis examines the subjective interpretations and sociocultural influences that shape these mothers’ beliefs, highlighting the coherence, contradictions, and evolution within their stories. Our findings reveal that social media serve as discursive spaces that transcend geographic boundaries. These platforms enable the reimagining of parenting goals but also limit integration into local contexts. Tensions emerge as mothers critique traditional Chinese practices while idealizing “Western” approaches. By exploring these dynamics, this study illuminates how transnational experiences and digital ecologies reshape parental belief systems. It offers new insights into the social and psychological forces influencing immigrant parenting and contributes to theoretical and applied discussions on cultural psychology and family studies in a globalized, digital age.

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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.575
Threshold uncertainty score0.244

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 studies0.0000.001
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 head0.009
GPT teacher head0.354
Teacher spread0.345 · 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 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

Citations1
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueCulture & PsychologySame topicChild Development and Digital TechnologyFrench-language works237,207