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
This article focuses on From Jacobin to Liberal: Marc-Antoine Jullien, 1775-1848 and argues that this book, written near the end of Robert R. Palmer's career, stands as a sort of bookend to his earlier masterpiece, Twelve Who Ruled. The focus of the book, MarcAntoine Jullien, was a precocious idealist, just sixteen years old when he made his first speech before the Paris Jacobin club. He supported the Jacobin political vision and went on to serve as an emissary in the provinces for the Committee of Public Safety, the focus of Twelve Who Ruled. As such, young Jullien was denounced as a terrorist after the fall of Robespierre. He survived the Revolution, however, and Palmer sees in him an example of a young man whose political views evolved over time, from Jacobinism to liberalism. Challenging those who have viewed the French Revolution as leading inevitably to tyranny, Palmer presents the life of Marc-Antoine Jullien as exemplary of the positive legacy of that tumultuous event.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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