âThe Battle-Fortune of Marshal Hindenburg is not Bound up with the Possession of a Hillâ: The Germans and Vimy Ridge, April 1917
Bibliographic record
Abstract
On 9 April 1917 four Canadian divisions and one British division of 170,000 men broke through the “Vimy Group” of German Sixth Army of some 40,000 men. By late afternoon, the Germans had been driven off the Ridge. That day, as Brigadier-General Alexander Ross famously put it, constituted “the birth of a nation.” Rivers on ink have been spilled in the Canadians’ actions that day, but little attention has been paid to “the other side of the hill.” Which German units defended the Ridge? What was the quality of their leadership? Why did the defence collapse so quickly? Why did the German soldiers not break and run? And how were they able to prevent a deeper British-Canadian breakthrough? On the basis of German sources, this article seeks to provide answers to those questions
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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 | 0.000 | 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 | 0.007 | 0.006 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".