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
Acknowledgments. Notes on Contributors. Introduction: Social Movements and Global Processes: June Nash (City University New York). Part I: Fragmentation and the Recomposition of Civil Society. 2. When Networks Don't Work: Marc Edelman (City University New York). 3. State and the Right Wing: Village Scout Movement in Thailand: Katherine A. Bowie (University of Wisconsin--Madison). 4. Gender, Citizenship, and the Politics of Identity: Lynn Stephen (University of Oregon). 5. Activism and Class Identity: Saturn Auto Factory Case: Sharryn Kasmir (Hofstra University). Part II: Secularization and Fundamentalist Reactions. 6. Print Islam: Media and Religious Revolution in Afghanistan: David B. Edwards (Williams College). 7. Local Islam Gone Global: Roots of Religious Militancy in Egypt and its Transnational Transformation: James Toth (Northeastern University). 8. Nationalism and Militarism in West Papua: Institutional Power, Interpretive Practice, and the Pursuit of Christian Danilyn Rutherford (University of Chicago). 9. Sarvodaya Movement's Vision of Peace and a Dharmic Civil Society: George Bond (Northwestern University). Part III: Deterritorialization and the Politics of Place. 10. Ethnic Resurgence: Autonomy Movements against Deterritorialization: June Nash (City University New York). 11. Resiliance of Nationalism in a Global Era: Megaprojects in Mexico's South: Molly Doane (Marquette University). 12. Politics of Place: Legislation, Civil Society and the 'Restoration of the Florida Everglades: Max Kirsch (Florida Atlantic University). 13. Land, Water, and Truth: San Identity and Global Indigenism: Renee Sylvain (University of Guelph). Part IV: Privatization, Individualization, and Global Cosmopolitanism. 14. Fair Trade Movement: Changing the Rules of Trade with Global Partnership: Kimberly M. Grimes (University of Delaware). 15. The Water is Ours, Carajo!: Deep Citizenship in Bolivia's Water War: Robert Albro (Wheaton College). 16. From the Cosmopolitan to the Personal: Women's Mobilization with Respect to HIV/AIDS: Ida Susser (City University of New York). 17. Political Organization among Indigenous Women of the Amazonia: Ligia Simonian (Federal University of Para). 18. At Home in the World: Women's Activism in Hyderabad, India: Deepa Reddy (University of Houston--Clear Lake). Index
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 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 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