Bibliographic record
Abstract
America was not prepared for the War of 1812. The army and navy were so small they could not oppose Britain directly. American strategy in the first year called for the seizure of Canada. Multiple expeditions were complete failures resulting in military defeats and political embarrassment for President Madison. During the second year of the war there were more defeats for American forces, but some victories. These successes came mainly against Indians allied with the British along the frontier. The third and final year of the war started ominously. With Napoleons first abdication the wars in Europe seemed over, allowing England to shift forces to North America. The war reached a low point for the Americans when the British entered Washington, burned the Capitol, the White House, and other public buildings. This force was turned back at Baltimore, but then sailed south to linkup with the largest British strike force of the war, with the mission of seizing New Orleans. Major General Andrew Jackson’s task was to save New Orleans from the British. From September through December of 1814 Jackson sparred with the British, and their Spanish allies, in a series of engagements that ranged along the Gulf Coast from Pensacola to islands just east of the city. These engagements narrowed British options and allowed Jackson to prepare for the defense of New Orleans. His leadership was exemplary, as he recruited and mobilized disparate forces, used terrain to great advantage, and effectively directed a series of four engagements with the enemy that culminated in the epic fight along the Rodriguez Canal and decisive victory.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.013 | 0.003 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.006 |
| Insufficient payload (model declined to judge) | 0.034 | 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".