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
The political history of Cambodia between 1945 and 1979, which culminated in the devastating revolutionary excesses of the Pol Pot regime, is one of unrest and misery. This book by David P. Chandler is the first to give a full account of this tumultuous period. Drawing on his experience as a foreign service officer in Phnom Penh, on interviews, and on archival material. Chandler considers why the revolution happened and how it was related to Cambodia’s earlier history and to other events in Southeast Asia. He describes Cambodia’s brief spell of independence from Japan after the end of World War II; the long and complicated rule of Norodom Sihanouk, during which the Vietnam War gradually spilled over Cambodia’s borders; the bloodless coup of 1970 that deposed Sihanouk and put in power the feeble, pro-American government of Lon Nol; and the revolution in 1975 that ushered in the radical changes and horrors of Pol Pot’s Communist regime. Chandler discusses how Pol Pot and his colleagues evacuated Cambodia’s cities and towns, transformed its seven million people into an unpaid labor force, tortured and killed party members when agricultural quotas were unmet, and were finally overthrown in the course of a Vietnamese military invasion in 1979. His book is a penetrating and poignant analysis of this fierce revolutionary period and the events of the previous quarter-century that made it possible.
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 | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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