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Record W4408185776 · doi:10.1016/j.cpr.2025.102568

When and how do parent-child acculturation gaps matter? A systematic review and recommendations for research and practice

2025· review· en· W4408185776 on OpenAlexafffund
Serena Shukla, Ryan J. Smith, Anastasiia Burik, Dillon T. Browne, Hali Kil

Bibliographic record

VenueClinical Psychology Review · 2025
Typereview
Languageen
FieldSocial Sciences
TopicRacial and Ethnic Identity Research
Canadian institutionsUniversity of WaterlooSimon Fraser University
FundersSocial Sciences and Humanities Research Council of CanadaCanadian Institutes of Health Research
KeywordsPsychologyAcculturationClinical psychologyEthnic groupAnthropologySociology

Abstract

fetched live from OpenAlex

Parents and youth often adjust to new cultures at differing rates, resulting in parent-child acculturation gaps. The acculturation-gap distress hypothesis theorizes that these differences may negatively impact the child, parent, and family; however, findings remain inconsistent. In this systematic review, we provide an up-to-date synthesis of existing research on the parent-child acculturation gap among immigrant families and whether and when children's social and psychological outcomes, parenting, and family functioning are impacted. Further, we build upon the differential nuances of the culture of the gap—receiving or heritage—that relate to these outcomes. A systematic search in five databases for relevant studies up to January 2025 resulted in a total of 98 included records. Contrary to the acculturation gap-distress hypothesis, more than half of the included studies indicated no association between the receiving and heritage culture parent-child gap and child, parenting, or family outcomes. We discuss notable exceptions to this pattern, indicating when and how family and child outcomes may be implicated. We conclude with clinical and research recommendations to guide future approaches for understanding the relevance of parent-child acculturation gaps for family and child outcomes. • Parent-child acculturation gaps are inconsistently linked to child/family outcomes. • 65.5 % of reviewed studies reported no significant link between gaps and outcomes. • Culture of gap (whether receiving/heritage) may matter little for family dynamics. • Methodological advances and diversity in samples is needed in this field. • Practitioners may first target family functioning before family acculturation gaps.

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)0.074
metaresearch head score (Gemma)0.222
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.074
Threshold uncertainty score0.389

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0740.222
Meta-epidemiology (narrow)0.0020.003
Meta-epidemiology (broad)0.0150.011
Bibliometrics0.0110.012
Science and technology studies0.0020.003
Scholarly communication0.0070.011
Open science0.0040.004
Research integrity0.0060.004
Insufficient payload (model declined to judge)0.0080.001

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 head0.714
GPT teacher head0.711
Teacher spread0.003 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations4
Published2025
Admission routes2
Has abstractno

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