MétaCan
Menu
Back to cohort
Record W2172116232 · doi:10.1525/ae.2002.29.4.878

Remaking The Working Class: Experience, Class Consciousness, and the Industrial Adjustment Process

2002· article· en· W2172116232 on OpenAlexaffabout
Thomas Dunk

Bibliographic record

VenueAmerican Ethnologist · 2002
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Ethnicity, and Economy
Canadian institutionsLakehead University
Fundersnot available
KeywordsDeindustrializationRhetoricUnemploymentClass consciousnessRestructuringHegemonyWorking classConsciousnessSociologyPower (physics)NarrativeClass (philosophy)Economic restructuringGender studiesPolitical scienceEconomic growthEconomicsPsychologyEconomyLawEpistemology

Abstract

fetched live from OpenAlex

In this article, I examine the interrelationships between experience, class consciousness, and unemployment counseling in displaced workers' narratives about the process of industrial adjustment Focusing on the rhetoric of unemployment counselors and trainers, I argue that the hegemony of neoconservative and neoliberal interpretations of industrial restructuring and economic change are secured—to the extent they are—through a microphysics of power that operates through the agents and agencies of assistance made available to displaced workers. [male working‐class culture, deindustrialization, Canada, discourse, experience, power]

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)0.003
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.045
Threshold uncertainty score0.090

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0160.027
Scholarly communication0.0080.004
Open science0.0010.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.073
GPT teacher head0.320
Teacher spread0.248 · 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 designQualitative
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

Citations33
Published2002
Admission routes2
Has abstractyes

Explore more

Same venueAmerican EthnologistSame topicMigration, Ethnicity, and EconomyFrench-language works237,207