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Record W3196885428 · doi:10.1111/socf.12759

Schemas, Interactions, and Objects in Meaning‐Making<sup>1</sup>

2021· article· en· W3196885428 on OpenAlex

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

VenueSociological Forum · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSocial and Cultural Dynamics
Canadian institutionsThe Scarborough HospitalUniversity of Toronto
Fundersnot available
KeywordsCLARITYSchema (genetic algorithms)Meaning (existential)Set (abstract data type)Merge (version control)EpistemologySociologySimilarity (geometry)Social psychologyPsychologyComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Sociologists agree that there is something cultural that exists within individuals, in interactions, and in objects. And yet the process through which the culture inside individuals interacts with the culture outside of them is only partially understood and is generally untested. Relying on a novel quasi‐experimental design, we investigate how the culture within individuals, interactions, and objects operates in the making of shared meanings. First, we find that cultural schemas set a baseline for shared meanings of objects. Second, we find that shared meanings are also made through interactions, and more vociferously between individuals with shared schemas. Third, we find that objects encoded with meanings set a higher baseline in interpretive clarity than more ambiguous objects. Lastly, we find that schema similarity and interactions jointly lead to greater shared meanings for more ambiguous objects, suggesting that individuals within groups work rapidly toward generating institutionalized and objectified meanings for objects when those assigned meanings do not yet exist. Findings begin to uncover the routine mechanisms of shared meaning creation, pointing toward new empirical frontiers in culture and cognition.

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.474
Threshold uncertainty score0.409

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.037
GPT teacher head0.342
Teacher spread0.304 · 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