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
Vietnam's Lost Revolution employs newly-released archival material from Vietnam to examine the rise and fall of the Special Commissariat for Civic Action in the First Republic of Vietnam, and in so doing reassesses the origins of the Vietnam War. A cornerstone of Ngô Đình Diệm's presidency, Civic Action was intended to transform Vietnam into a thriving, modern, independent, noncommunist Southeast Asian nation. Geoffrey Stewart juxtaposes Diem's revolutionary plan with the conflicting and competing visions of Vietnam's postcolonial future held by other indigenous groups. He shows how the government failed to gain legitimacy within the peasantry, ceding the advantage to the communist-led opposition and paving the way for the American military intervention in the mid-1960s. This book provides a richer and more nuanced analysis of the origins of the Vietnam War in which internal struggles over national identity, self-determination, and even modernity itself are central.
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 | 0.005 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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