MétaCan
Menu
Back to cohort

Towards inclusion through polyculturalism: A critical review of cultural hybridity

2025· review· en· W4407393015 on OpenAlexaff
Sasha Valgardsson, Luciara Nardon

Bibliographic record

VenueInternational Journal of Intercultural Relations · 2025
Typereview
Languageen
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsCarleton University
Fundersnot available
KeywordsHybridityInclusion (mineral)SociologyPsychologyGender studiesAnthropology

Abstract

fetched live from OpenAlex

High levels of global migration have increased the complexity of the relationship between individuals and cultures. Multiculturalism has emerged as a prominent ideology to support inclusion by calling for the recognition and celebration of cultural differences and inviting cultural groups to maintain their distinctive cultural identities. Assuming cultural influences to be constant, general, categorical, and steady, the multicultural ideology may inadvertently exclude individuals positioned in-between cultures, not quite identifying with either culture but settling in hybridity. Polyculturalism has recently emerged as an alternative ideology arguing that cultural influences are dynamic, situated, partial, and plural. This paper critically reviews existing interdisciplinary literature to better understand individual outcomes of early immersive cultural mixing as a revelatory case of cultural hybridity and discuss the impact of the multiculturalism ideology on cultural inclusion and belonging of this population. We propose a polycultural mindset—cultural self-awareness embracing hybridity, plurality, and partiality; openness to other cultures and cultural compositions; and openness to the dynamic change of cultures and cultural associations in self and others—as an alternative to fostering an enhanced sense of belonging. We contribute a more nuanced understanding of the influence of multiple cultures on individuals and discuss the implications of adopting a polycultural ideology and mindset on social inclusion.

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)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.755
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.108
GPT teacher head0.485
Teacher spread0.377 · 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
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

Citations5
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Intercultural RelationsSame topicInternational Student and Expatriate ChallengesFrench-language works237,207