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
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.008 | 0.008 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.033 | 0.007 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".