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: Thoughts on Indonesian History Grayson J. Lloyd and Shannon L. Smith Chapter 2: The Contingent and the Unforeseen John Legge Part I: Recent Developments Chapter 3: Abdurrahman's Indonesia: Political Conflict and Institutional Crisis Marcus Mietzner Chapter 4: The Economy in 2000: Still Flat on Its Back? Kelly Bird Part II: Political History Chapter 5: Brief Reflections on Indonesian Political history Robert Elson Chapter 6: The New Order: Keeping up Appearances Adrian Vickers Chapter 7: Middle Way Leadership in Indonesia: Sukarno and Abdurrahman Wahid Compared Angus McIntyre Chapter 8: Parties and Parliament: Serving Whose Interests? Greg Fealy Chapter 9: Conservative Political Ideology in Indonesia: A Fourth Wave? David Bourchier Chapter 10: Remembering the Left Goenawan Mohamad Chapter 11: The Rise and Fall of the Generals: The Indonesian Military at a Crossroads Atmadi Sumarkidjo Chapter 12: The Changing Dynamics of Regional Resistance in Indonesia Richard Chauvel Part III: Economic History Chapter 13: Brief Reflections on Indonesian Economic History Howard Dick Chapter 14: Reflections on the New Order Miracle Thee Kian Wie Chapter 15: Indonesia's Economy and Standard of Living in the 20th Century Pierre van der Eng Chapter 16: The Challenge of Sustainable Development: Economic, Institutional, and Political Interactions, 1900-2000 Howard Dick Chapter 17: The Latest Crisis of Regional Autonomy in Historical Perspective Wihana Kirana Jaya and Howard Dick Part IV: Social History Chapter 18: Brief Reflections on Indonesian Social History Robert Cribb Chapter 19: Indonesian Views of the Future M. C. Ricklefs Chapter 20: The Prospects for Islam Greg Barton Chapter 21: After the Bans: Modeling Indonesian Communications for the Future Philip Kitley Chapter 22: Gender Relations in Indonesia: What Women Want Susan Blackburn Chapter 23: The Criminal State: Premanisme and the New Indonesia Tim Lindsey Chapter 24: Independence for Java? New National Projects for an Old Empire Robert Cribb Part V: Looking Forward Chapter 25: Indonesia's History Unfolding Grayson J. Lloyd and Shannon L. Smith
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 | 0.000 | 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) | 0.001 | 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