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.
Bibliographic record
Abstract
ABSTRACT Participation patterns in industrialized democracies have changed considerably in the last couple of decades. While institutionalized forms of participation (e.g., party membership) are declining, we can observe a rise in the occurrence of non-institutionalized forms of political participation. In this article we pose the question of what the effect of this trend has been for patterns of political stratification during the period 1974–2002 using the Political Action Survey as well as the European Social Survey. It can be observed that gender differences have been substantially reduced and in some cases even reversed for non-institutionalized participation and women tend to be more active in these forms than men. Younger age groups also clearly have a preference for non-institutionalized forms. Stratification based on education, however, remains the same compared to the 1970s. These findings are confirmed by a longitudinal analysis of Dutch Election Studies data for the period 1971–1998. We conclude that the emergence of new forms of political participation might have reduced age and gender based inequalities; however, it does not offer a solution for inequalities based on education.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it