Bibliographic record
Abstract
Abstract The foreign relations of the Jacksonian age reflected Andrew Jackson’s own sense of the American “nation” as long victimized by non-white enemies and weak politicians. His goal as president from 1829 to 1837 was to restore white Americans’ “sovereignty,” to empower them against other nations both within and beyond US territory. Three priorities emerged from this conviction. First, Jackson was determined to deport the roughly 50,000 Creeks, Cherokees, Choctaws, Chickasaws, and Seminoles living in southern states and territories. He saw them as hostile nations who threatened American safety and checked American prosperity. Far from a domestic issue, Indian Removal was an imperial project that set the stage for later expansion over continental and oceanic frontiers. Second and somewhat paradoxically, Jackson sought better relations with Great Britain. These were necessary because the British Empire was both the main threat to US expansion and the biggest market for slave-grown exports from former Indian lands. Anglo-American détente changed investment patterns and economic development throughout the Western Hemisphere, encouraging American leaders to appease London even when patriotic passions argued otherwise. Third, Jackson wanted to open markets and secure property rights around the globe, by treaty if possible but by force when necessary. He called for a larger navy, pressed countries from France to Mexico for outstanding debts, and embraced retaliatory strikes on “savages” and “pirates” as far away as Sumatra. Indeed, the Jacksonian age brought a new American presence in the Pacific. By the mid-1840s the United States was the dominant power in the Hawaiian Islands and a growing force in China. The Mexican War that followed made the Union a two-ocean colossus—and pushed its regional tensions to the breaking point.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.003 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.053 | 0.006 |
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".