Bibliographic record
Abstract
Published to coincide with the 250th anniversary, this sweeping narrative is an astute exploration of the five critical military events that changed the outcome of the Revolutionary war. For eight grueling years, American and British military forces struggled in a bloody war over colonial independence. This conflict also ensnared Native American warriors and the armies and navies of France, Spain, the Dutch Republic, and several German principalities. From frozen Canada to tropical Florida and as far west as the Mississippi River, the Revolutionary War included hundreds of campaigns, battles, and skirmishes on land and sea in which soldiers and sailors fought and died for causes, crowns, and comrades. In this masterful, yet accessible narrative of America’s fight for liberty, John R. Maass identifies the five decisive events that secured independence for the 13 hard-pressed but determined colonies. These include not only the obvious military victories such as Trenton, Princeton, and Yorktown but also the leadership and reforms that ensured Washington’s forces were capable of enduring the harsh conditions of the winter of 1778. Similarly, King Louis XVI’s decision to supply Continental troops during the Saratoga Campaign with desperately needed soldiers, arms, money, and fleets is also detailed as a key factor. These turning points, not all of them triumphs on the battlefield, delivered a victory for the new United States. By challenging conventional interpretations of what ensures victory in warfare,From Trenton to Yorktownoffers a fresh perspective on the Revolutionary War.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.488 | 0.157 |
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".