Bibliographic record
Abstract
Cambodia’s hegemonic party system that emerged after the violent removal of First Prime Minister Norodom Ranariddh early in July 1997 has now given way to a one-party state, which still remains prone to tension and instability. The party system has become less factionalised and can be characterised as moving from high to medium factionalism. This development resulted from the growing domination of the Cambodian People’s Party (CPP) and the weakening of the opposition parties, such as National United Front for an Independent, Netural, Peaceful and Cooperative Cambodia, which splintered and become almost irrelevant in Cambodian politics. The Cambodian National Rescue Party (CNRP) emerged as the main opposition party after the 2013 election but was then banned from competing in the 2018 election. Although the CNRP remains united by its anti-CPP position, it is still fractured along political lines between two former opposition parties – the Sam Rainsy Party and the Human Rights Party. Historical institutionalism sheds some new light on the variation of political developments among political parties and within them, but does not supplant the fact that party leaders are rational to the extent that they select strategies in pursuit of their interests defined as power or security under specific institutional constraints or the lack thereof.
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.
How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".