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Record W4313432983 · doi:10.1017/s1742058x22000224

A Class Functionalist Theory of Race

2023· article· en· W4313432983 on OpenAlexaff
David Calnitsky, Michael Billeaux-Martinez

Bibliographic record

VenueDu Bois Review Social Science Research on Race · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicSocial and Cultural Dynamics
Canadian institutionsWestern University
Fundersnot available
KeywordsRace (biology)ReductionismClass (philosophy)EpistemologyArgument (complex analysis)EpiphenomenonSociologyConstruct (python library)RacismNormativeIdentity (music)Gender studiesPhilosophyComputer science

Abstract

fetched live from OpenAlex

Abstract This article makes a case for weak class reductionism. In particular, we advance a theoretical account that largely “reduces” a social construct called race to another social construct called class. Once you acknowledge that race is not itself a prime mover, but rather something to be explained, class as an explanans turns out to be a strong candidate. Before making this case, we distinguish our account from three alternative forms of class reductionism, which we reject: the notions that (1) class is a more fundamental form of identity than race; (2) class is of greater normative importance than race; and (3) race is an epiphenomenon of class, without independent effects. We then argue for one form of class reduction that establishes race as causally dependent on class. In particular, we provide a general defense of functional explanations, argue that capitalist class relations can functionally explain the persistence of race, and finally, delineate the limits of that explanation. Because the nature of functional explanation requires the explanandum to have important effects in the world, this argument puts race at the center of any discussion of capitalist class relations in racialized societies and explains it on the basis of its effects rather than its causes. Nonetheless, as we show in our conclusion, none of these arguments imply that race or racism is inherent to capitalist class relations. Racism may be explained by capitalism, even if it is not necessary for it.

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)0.002
metaresearch head score (Gemma)0.003
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: Empirical · Consensus signal: none
Teacher disagreement score0.010
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.001
Science and technology studies0.0020.014
Scholarly communication0.0020.005
Open science0.0010.002
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0100.001

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 head0.154
GPT teacher head0.484
Teacher spread0.329 · 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
GenreEmpirical

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

Citations13
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueDu Bois Review Social Science Research on RaceSame topicSocial and Cultural DynamicsFrench-language works237,207