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Rethinking Culture and Cognition

2021· article· en· W3189747190 on OpenAlexaff
Karen A. Cerulo, Vanina Leschziner, Hana Shepherd

Bibliographic record

VenueAnnual Review of Sociology · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSocial and Cultural Dynamics
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsSociologyCognitionDisciplineSociology of cultureEpistemologyCultural neuroscienceCognitive scienceCultural analysisSocial sciencePsychology

Abstract

fetched live from OpenAlex

Paul DiMaggio's (1997) Annual Review of Sociology article urged integration of the cognitive and the cultural, triggering a cognitive turn in cultural sociology. Since then, a burgeoning literature in cultural sociology has incorporated ideas from the cognitive sciences—cognitive anthropology, cognitive psychology, linguistics, neuroscience and philosophy—significantly reshaping sociologists’ approach to culture, both theoretically and methodologically. This article reviews work published since DiMaggio's agenda-setting piece—research that builds on cross-disciplinary links between cultural sociology and the cognitive sciences. These works present new ideas on the acquisition, storage, and retrieval of culture, on how forms of personal culture interact, on how culture becomes shared, and on how social interaction and cultural environments inform cognitive processes. Within our discussion, we point to research questions that remain unsettled. We then conclude with issues for future research in culture and cognition that can enrich sociological analysis about action more generally.

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)0.006
metaresearch head score (Gemma)0.008
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 score0.016
Threshold uncertainty score0.041

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.004
Science and technology studies0.0040.042
Scholarly communication0.0160.026
Open science0.0020.007
Research integrity0.0040.007
Insufficient payload (model declined to judge)0.0030.001

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 head0.027
GPT teacher head0.353
Teacher spread0.326 · 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

Citations131
Published2021
Admission routes1
Has abstractyes

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