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
Chapter 1 Introduction. Theorizing Knowledge Labor and the Information Society Chapter 2 Chapter 1. Labor Off the Air: The Hearst Corporation, Cross Ownership and the Union Struggle for Media Access in San Francisco Chapter 3 Chapter 2. Writing Off Workers: The Decline the U.S. and Canadian Labor Beats Chapter 4 Chapter 3. The Librarian and the Univac: Automation and Labor at the 1962 Seattle World's Fair Chapter 5 Chapter 4. A Libratariat? Labor, Technology, and Librarianship in the Information Age Chapter 6 Chapter 5. Marketing Creative Labor: Hollywood Making of Documentary Features Chapter 7 Chapter 6. Commodification Creativity: Reskilling Computer Animation Labor in Taiwan Chapter 8 Chapter 7. Glocalization in an Era Globalization: Labor Relations in British Provincial Newpapers Chapter 9 Chapter 8. Spanish TV Production Goes Digital: Impact on Journalistic Routines, Workflow, and Newsroom Organization Chapter 10 Chapter 9. No Information Age Utopia: Knowledge Workers and Clients in the Social Service Sector Chapter 11 Chapter 10. Outsourcing Knowledge Work: Labor Responds to the International Division Labor Chapter 12 Chapter 11. Economy/Old Labor: Creativity, Flatness, and Other Neo-liberal Myths Chapter 13 Chapter 12. Immaterial Labor, Precarity, and Recomposition Chapter 14 Chapter 13. Media as a Mode Production? Chapter 15 Chapter 14. High-Tech Workers the World, Unionize! A Case Study WashTech's New Model Unionism Chapter 16 Chapter 15. Short-Circuited? The Communication Labor Struggles in China Chapter 17 Chapter 16. Women and Knowledge Work in the Asia-Pacific: Complicating Technological Empowerment Chapter 18 Chapter 17. Globalization and Workers' Power: The Struggle for Hegemony during the 1997 UPS Strike Chapter 19 Chapter 18. Labor Strife and Carnival Symbolism Chapter 20 Chapter 19. Neo-liberalism and Its Impact in the Telecommunications Industry: One Trad Unionist's Perspective
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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