Plan of the Country round Fort Erie shewing the entrenchments etc. thrown up by the enemy in August 1814
Bibliographic record
Abstract
Historic plan showing the military Fort Erie and surrounding forested area. North is oriented to the right. Lake Erie, although not labelled, is located east of Fort Erie. The military Fort Erie is shown with the two barracks in red ink. Multiple other buildings line the banks of the Niagara River, however only the wharf is labelled. Snake Hill is shown at south and forested land is shown surrounding the fort. Sections of the plan are labelled with letters which correlate to the reference key index located in the top right corner of the map. References indicate that some sections of the plan refer to military action during the War of 1812, including; “Entrenchments thrown up by the Enemy connecting Fort Erie & Snake Hill”, and “Abbatis made by the Enemy round 1st (?) positions.” Some portions of the key are illegible. The plan is signed: “Position the 8th Aug. 1814 Php. Hughes (?) Rl. Eng.” Text written in the bottom right corner reads: “With a letter to Lt. Genl. Mann dated Montreal 7 Oct. 1814”. Relief is shown by hachures.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.373 | 0.142 |
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".