Weak and Strong States in Asia-Pacific Societies.
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
ContributorsAcknowledgmentsWeak states, strong states: A state in society perspectivePeter DauvergneWhy do so many states stay intact?Joel S. MigdalIn weakness and strength: State, societies and order in Papua New GuineaSinclair DinnenState, society and governance: a Philippines-Papua New Guinea comparisonR.J. MayMigdal in MelanesiaPeter LarmourIndonesia's 'strong' stateHarold CrouchConfucius in Singapore: Culture, politics and the PAP stateStephanie LawsonWeak states and the environment in Indonesia and the Solomon IslandsPeter DauvergneLand regimes and state strengths and weaknesses in the Philippines and VietnamBenedict J. Tria KerkvlietIndex
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 | 0.001 | 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) | 0.002 | 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