MétaCan
Menu
Back to cohort
Record W6963066827 · doi:10.17605/osf.io/cwykh

Acculturative Stress in Filipino-Canadians: Examining First- and Second-Generation's Experiences

2020· other· en· W6963066827 on OpenAlexaboutno aff

Bibliographic record

VenueOpen Science Framework · 2020
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsAcculturationImmigrationMental healthAffect (linguistics)DistressOppressionEthnic group

Abstract

fetched live from OpenAlex

Filipinos are one of the largest immigrant groups in Canada yet remain one of the least researched in psychology. Often, they are grouped together with other minorities which poses challenges for furthering our understanding of their unique experiences. Colonial mentality (CM) for example, is a type of internalized oppression that may not be common among the minorities they tend to be grouped with. Yet to be examined, is how CM, acculturation, values, and generation status could affect acculturative and daily stress levels in Filipino-Canadians. 126 first- and second-generation Filipino immigrants from Canada completed this study online. After demographics were obtained, participants completed scales measuring acculturative and daily stress, acculturation orientation and Filipino values. The findings of this study could help identify which aspects of the Filipino-Canadian experience are most pertinent to their stress levels, providing important insights for future research and for mental health professionals who may be working with first- and second- generation Filipino immigrants.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.582
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0010.002
Scholarly communication0.0030.001
Open science0.0040.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0180.001

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 head0.064
GPT teacher head0.330
Teacher spread0.266 · 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.

Study designNot applicable
Domainnot available
GenreOther

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
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueOpen Science FrameworkFrench-language works237,207