Law and Order in a Weak State: Crime and Politics in Papua New Guinea.
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
Twenty-five years after independence, Papua New Guinea is beset by social, economic, and political problems: poverty and inequality, a young and expanding population, a stagnant economy, corruption, and rising crime. This book examines these problems of order in light of Papua New Guinea's remarkable social diversity and the impact of rapid and pervasive processes of change.Three original and strategic case studies involving urban gangs, mining security, and election violence form the core of the work. Each case study looks at particular forms of conflict, and the responses these engender, across different socioeconomic contexts and geographic locations. Empirical data are analysed through a common framework that employs material, cultural, and institutional perspectives, allowing readers to view the three cases through different theoretical prisms, identify link-ages between them, and, in the process, build a larger picture of the post-colonial social order.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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