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
"A must-read for scholars across a broad sweep of disciplines. Laurel Weldon weaves together skillfully the theoretical strands of gender equality policy, intersectionality, social movements, and representation in a multimethod/level comparative study that unequivocally places women's movements at the center of our understanding of democracy and social change."\n---Amy G. Mazur, Washington State University\n"Laurel Weldon's When Protest Makes Policy expands and enriches our understanding of representation by stressing social movements as a primary avenue for the representation of marginalized groups. With powerful theory backed by persuasive analysis, it is a must-read for anyone interested in democracy and the representation of marginalized groups."\n ---Pamela Paxton, University of Texas at Austin\n"This is a bold and exciting book. There are many fine scholars who look at women's movements, political theorists who make claims about democracy, and policy analysts who do longitudinal treatments or cross-sectional evaluations of various policies. I know of no one, aside from Weldon, who is comfortable with all three of these roles."\n---David Meyer, University of California, Irvine\nWhat role do social movements play in a democracy? Political theorist S. Laurel Weldon demonstrates that social movements provide a hitherto unrecognized form of democratic representation, and thus offer a significant potential for deepening democracy and overcoming social conflict.\nThrough a series of case studies of movements conducted by women, women of color, and workers in the United States and other member nations of the Organisation for Economic Co-operation and Development (OECD), Weldon examines processes of representation at the local, state, and national levels. She concludes that, for systematically disadvantaged groups, social movements can be as important---sometimes more important---for the effective articulation of a group perspective as political parties, interest groups, or the physical presence of group members in legislatures.\nWhen Protest Makes Policy contributes to the emerging scholarship on civil society as well as the traditional scholarship on representation. It will be of interest to anyone concerned with advancing social cohesion and deepening democracy and inclusion as well as those concerned with advancing equality for women, ethnic and racial minorities, the working class, and poor people. \nS. Laurel Weldon is Professor of Political Science at Purdue University.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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