âAâ Company on Attack on Troteval Farm by the Fusiliers Mont-Royal on 24 July 1944
Bibliographic record
Abstract
General J.A. Dextraze, “J Dex” to Canada’s post-war army, served as Chief of the Defence Staff from 1972 to 1975 but in 1944 he was a 24-year-old company commander in Les Fusiliers de Mont-Royal (FMR). This account of the action carried out by his company of 24 July 1944 offers a graphic description of the challenges confronting the Canadians during the battles for Normandy. This attack was conducted to clear the start line for Operation Spring which would commence that next day. Though written in the first person, this report was drafted by Captain Joe Engler, the historical officer assigned to 2nd Canadian Infantry Division. It was his job to collect important documents and records, as well as to conduct interviews with the fighting soldiers, which would allow later historical narratives to be accurately written. Engler had the dubious distinction of being the only historical officer to be killed in action when he drove into an ambush on 1 October 1944.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.050 | 0.007 |
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".