W<scp>artime</scp> W<scp>ords and</scp> W<scp>orld</scp> V<scp>iews</scp>: <i>Six Recent Books on Spanish American Independence</i>
Bibliographic record
Abstract
It is a feature of modern nationhood that a declaration of independence is reified as a key inflection point, a specific moment in time during which a region and its people cease to be beholden to something else and begin to chart their own collective course. Independence thus represents both an end and a beginning. It is both a process and a goal. Independence is usually understood as a political act, a metaphorical coming of age, a goal achieved, and an event that brings hope. This collection of six recent books on independence in Age of Revolutions across the Atlantic world fit together to show how wartime worlds and worldviews may not fit as neatly into the textbook national story. They share an intellectual project of moving beyond the usual actors and narrative trajectories to introduce us to new perspectives on the events by looking at different regions and demographics: Austrian diplomats, British Foreign Office bureaucrats, Irish radicals, New England whalers, African traders, Chilean popular classes, Mexico City's night watchmen, and many others. These six authors tug at the standard chronology of Atlantic independence as well, pulling it back to the 1770s and extending its living impact into the 1850s. Taken together, they remind us that independence is a tricky concept, one that can look quite different depending on one's place in a broader matrix. Wars eventually end, but combative words and unreconciled worldviews collide and continue the struggle.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.143 | 0.053 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".