From Tyrant to Unfit Monarch: Marchamont<scp>N</scp>edham's Representation of<scp>C</scp>harles<scp>S</scp>tuart and<scp>R</scp>oyalists during the Interregnum
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
Abstract Marchamont N edham was one of the most significant E nglish journalists of the seventeenth century. During the Interregnum, his newspaper M ercurius P oliticus routinely printed stories of exiled royalists and their leader C harles S tuart. Although the topic of royalists was consistent throughout the 1650s, the royal image in P oliticus was not. In the early 1650s, N edham described C harles S tuart as a tyrant and enemy of freedom, while after 1651, the exiled king appeared as a failed monarch. N edham's reporting of royalists was independent of government influence, and he himself elected to change his representation of royalists. It was the shifting political situation that convinced him to alter his descriptions of C harles S tuart and his followers.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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