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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 OpenAlex
Frederick H. Armstrong

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

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.

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)0.001
Version: codex-gemma-dda1882f352aValidation 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: Empirical · Consensus signal: none
Teacher disagreement score0.898
Threshold uncertainty score0.401

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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