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
<JATS1:p>Published on the 40th anniversary of the end of the war in Vietnam, this book brings to life the experiences and memories of South Vietnamese soldiers—the forgotten combatants of this controversial conflict.</JATS1:p> <JATS1:p>South Vietnam lost more than a quarter of a million soldiers in the Vietnam War, yet the histories of these men—and women—are largely absent from the vast historiography of the conflict. By focusing on oral histories related by 40 veterans from the former Republic of Vietnam Armed Forces, this book breaks new ground, shedding light on an essentially unexplored aspect of the war and giving voice to those who have been voiceless.</JATS1:p> <JATS1:p>The experiences of these former soldiers are examined through detailed firsthand accounts that feature two generations and all branches of the service, including the Women’s Armed Forces Corps. Readers will gain insight into the soldiers’ early lives, their military service, combat experiences, and friendships forged in wartime. They will also see how life became worse for most in the aftermath of the war as they experienced internment in communist prison camps, discrimination against their families on political grounds, and the dangers inherent in escaping Vietnam, whether by sea or land. Finally, readers will learn how veterans who saw no choice but to leave their homeland succeeded in rebuilding their lives in new countries and cultures.</JATS1:p>
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 | 0.002 | 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) | 0.007 | 0.003 |
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