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Record W3042095544 · doi:10.1111/phc3.12693

Multiculturalism and vulnerability in the 21st century: Reviewing recent debates and a way forward

2020· article· en· W3042095544 on OpenAlexaff
Frederick H. Armstrong

Bibliographic record

VenuePhilosophy Compass · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical Philosophy and Ethics
Canadian institutionsCégep Marie-Victorin
Fundersnot available
KeywordsMulticulturalismNormativeInterculturalismSociologyPoliticsDiversity (politics)Political economyPolitical scienceState (computer science)Vulnerability (computing)EpistemologyGender studiesEnvironmental ethicsPositive economicsLawPhilosophyEconomics

Abstract

fetched live from OpenAlex

Abstract The death of multiculturalism has been pronounced many times. In spite of this, this political program has proven resilient and the fact of cultural diversity remains inescapable in most liberal democracies. Still, with the rise of the far right, the migrant crises in the United States and Europe and with social movements pushing the boundaries of multicultural theory, it is high time to review multiculturalism, a movement of the late 20th century, and see where it is headed in the 21st century. This article has two objectives. First, after reviewing three debates—anti‐essentialists versus multiculturalism, interculturalism versus multiculturalism and multiculturalism versus the welfare state—I argue that the normative core of multiculturalism is still viable. Second, I argue that multiculturalism remains unable to contribute to some of the most pressing issues of the 21st century and point to a novel approach to the justification of multicultural policies. This justification relies on the concept of vulnerability, a concept that plays an important but undertheorized role in current multicultural theories.

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)0.008
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.010
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0060.007
Science and technology studies0.0040.018
Scholarly communication0.0100.012
Open science0.0010.004
Research integrity0.0070.007
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 head0.130
GPT teacher head0.346
Teacher spread0.216 · 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 designTheoretical or conceptual
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
Published2020
Admission routes1
Has abstractyes

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