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Dual-Process Models in Sociology

2019· book-chapter· en· W2973432119 on OpenAlexaff
Vanina Leschziner

Bibliographic record

VenueOxford University Press eBooks · 2019
Typebook-chapter
Languageen
FieldPsychology
TopicCultural Differences and Values
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsDual (grammatical number)Action (physics)EpistemologySociologyProcess (computing)Sociological theoryCognitionCognitive scienceProcess theoryPsychologySocial scienceWork in processComputer scienceLinguisticsEngineeringPhilosophy

Abstract

fetched live from OpenAlex

Abstract In the ongoing quest to find new analytical or methodological tools to explicate social action, cultural sociologists have recently turned to the dual-process models developed by cognitive and social psychologists. Designed to explain the two basic types of cognitive processing—one autonomous and the other requiring controlled attention, dual-process models became a natural partner for sociological theories of action, with their interest in parsing dispositional and deliberative types of action. This chapter offers an analytical review of the sociological literature that engages with dual-process models. It begins with an outline of the fundamentals of dual-process models in cognitive and social psychology, and follows with an examination of the premises that constitute what has come to be called the sociological dual-process model. It then reviews sociological research that applies dual-process models, dividing this literature into two distinct groups that are separated along sharp epistemological, methodological, and analytical lines. The first group is a largely consistent body of work that follows the premises of the sociological dual-process model, emphasizing the primacy of Type 1 processing, and investigating how this form of cognition shapes action. The second group comprises a more diverse body of work, examines Type 1 and Type 2 processing, and attempts to capture the processes that shape cognition and action. The chapter concludes with remarks about the critiques raised against dual-process models, along with their potential contributions to sociological analysis.

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 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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.959
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.104
GPT teacher head0.300
Teacher spread0.196 · 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 teacher head, not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreOther

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

Citations36
Published2019
Admission routes1
Has abstractyes

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