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Record W2172048640 · doi:10.1080/01402380701833699

Change in European Societies since the 1970s

2008· article· en· W2172048640 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

VenueWest European Politics · 2008
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Policy and Reform Studies
Canadian institutionsInstitute on Governance
Fundersnot available
KeywordsSalientTheme (computing)PoliticsDeviance (statistics)ImmigrationSociologyDiversity (politics)State (computer science)Political economySocial sciencePositive economicsPolitical scienceLawEconomics

Abstract

fetched live from OpenAlex

Sociology lags considerably behind political science in its comparative research on European societies, but enough material now exists to enable us to talk broadly about the major changes that have taken place since the 1970s across western Europe, and also to some extent central and eastern Europe too. Attention is here concentrated on those social trends that seem particularly salient for the study of politics, with occupational structure as the starting point. Although this dominant theme of classical sociology has tended to be neglected by much recent research in favour of such areas as deviance, gender and the formation of identities, working life remains fundamental to social organisation and in particular to politics. In fact, the theme of gender is easily accessed through consideration of changes in occupations, and considerable attention will be devoted to it here. This leads in turn to consideration of the family, then on to other aspects of demography including immigration and cultural diversity. This relates clearly to the final theme that will be discussed: the state of religion in Europe. In the conclusions some of the political implications of these changes are brought together.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.836
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.100
GPT teacher head0.326
Teacher spread0.226 · 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