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Record W3157379427 · doi:10.3390/healthcare9050537

Influencing Factors of Depression among Adolescent Asians in North America: A Systematic Review

2021· review· en· W3157379427 on OpenAlexafffund
Ping Zou, Annisa Siu, Xiyi Wang, Jing Shao, Sunny G. Hallowell, Lihua Lydia Yang, Hui Zhang

Bibliographic record

VenueHealthcare · 2021
Typereview
Languageen
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsOntario Centre of Excellence for Child and Youth Mental HealthMcMaster UniversityNipissing University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsDepression (economics)PsychologyEnvironmental healthClinical psychologyGeographyMedicinePsychiatry

Abstract

fetched live from OpenAlex

BACKGROUND: Asian American adolescents experience rates of depression comparable to or greater than those of other ethnic minorities. The purpose of this systematic review is to summarize psychosocial factors related to depressive symptoms of Asian American adolescents between the ages of 10 to 19. METHODS: Various electronic databases were systematically searched to identify research articles published from 2000 to 2021, and the psychosocial factors influencing depression among Asian adolescents in North America were examined. RESULTS: A total of 81 studies were included in this systematic review. Consistent findings on relationships between depressive symptoms and influencing factors included (a) acculturative stress, (b) religious or spiritual significance for females, (c) parent-child cohesion, (d) harsh parenting style, (e) responsive parenting style, (f) racial or ethnic discrimination, (g) being bullied, (h) positive mentor presence, and (i) exposure to community violence. Collectively, the majority of included studies suggest that depressive symptoms were more likely found among Asian American adolescents who (a) are older, (b) are female, (c) have immigrant status, (d) exhibit coping behaviours, (e) face academic challenges, (f) face a poor socioeconomic situation, (g) perceive parent-child conflict, (h) perceive maternal disconnectedness, and (i) perceive negative peer relations. A number of conflictive findings also existed. DISCUSSION/CONCLUSIONS: This systematic review provides a summary of the various psychosocial factors on individual, familial, and social levels, which influenced the depressive symptoms of Asian American adolescents. Such findings offer a starting point to examine what factors should be necessarily included in related depression-preventive intervention design and evaluation. Culturally sensitive care, strengthened family-school-community collaboration, and targeted research efforts are needed to meet the needs of Asian adolescents experiencing a range of depressive symptoms.

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)0.004
metaresearch head score (Gemma)0.021
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 score0.017
Threshold uncertainty score0.033

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.021
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0050.006
Bibliometrics0.0080.008
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.061
GPT teacher head0.370
Teacher spread0.309 · 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

Citations45
Published2021
Admission routes2
Has abstractyes

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