Human Resource Development in Democratic Kampuchea, 1975-1979
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
I deconstruct the body of literature that frames education and learning in Democratic Kampuchea (DK), 1975-1979. This historical analysis posits that new alternative interpretations can arise when viewing learning under Pol Pot’s DK through a human resource development (HRD) lens. The paucity of research or the lack of HRD perspectives on genocidal situations is concerning. An HRD focus as this paper demonstrates will reveal insightful information on the whys and hows the Khmer Rouge (KR) learned. Learning designs contrived for Khmer learners connote an employee-work relationship (forced labor); hence, why the need for an HRD interpretation of these learning events. Many DK scholars assert that education under the KR was unorganized, inconsistent, and without planning. My deconstruction of the DK historical record will call these views into question. When reviewing the historical record through an HRD lens, KR educational initiatives made sense within the context of the madness they perpetrated.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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