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Record W2314297120 · doi:10.3167/fcl.2015.730101

Introduction

2015· article· en· W2314297120 on OpenAlexafffund
Kathleen M. Millar

Bibliographic record

VenueFocaal · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicVietnamese History and Culture Studies
Canadian institutionsSimon Fraser University
FundersSociety for Economic AnthropologySimon Fraser University
KeywordsCapitalismSubjectivityEthnographySociologyPoliticsTheme (computing)Class conflictFocus (optics)EpistemologyAnthropologyPolitical scienceLawPhilosophy

Abstract

fetched live from OpenAlex

E. P. Thompson's social history of capitalism has enduring relevance for anthropological analyses of economic crisis, precarious labor, and class struggle today. This introduction provides a synthesis of the ethnographic cases in this theme section by reflecting on several impulses in Thompson's work that both resonate with and challenge current ethnography of political and economic change. Thompson's focus on moments of transition, his conception of human subjectivity as a process of “making,” and his view of class struggle as arising from tensions between old and new orders bring history and political economy into the study of emergent social formations. Inspired by Thompson's critique of rigid theoretical models, this introduction suggests ways not only to adopt but also to modify the historian's insights for ethnographic work on contemporary capitalism.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.824
Threshold uncertainty score0.590

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0030.002
Open science0.0010.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.1760.037

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 head0.042
GPT teacher head0.307
Teacher spread0.264 · 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.

Study designNot applicable
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

Citations7
Published2015
Admission routes2
Has abstractyes

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