“The Most Vivifying Influence:” Operation Delta in Preparing the Canadian Corps for the Hundred Days
Bibliographic record
Abstract
Preparation and training for Operation Delta in May and June 1918 provided the Canadian Corps with vital experience for the types of operations conducted during the Hundred Days. Delta was a proposed attack on the southern portion of the Lys salient formed by the German April offensive in Flanders. The operation represented a clear break with the operational concepts employed in 1917 prior to Cambrai. It was a difference between seeing a play diagrammed on a blackboard and actually running it in conditions just short of combat. Having a concrete plan to prepare schemes against was an invaluable element in readying the corps for the strains of the Hundred Days. It helped in overcoming the challenges of ridding the corps of old thinking, mastering the new, and at an accelerated tempo. It was also a valuable rehearsal for the circumstances faced by the corps at Amiens. Finally, it demonstrated how the Canadian Corps differed from the British Army in creating and inculcating a corps level doctrine and the mechanisms used by the senior commanders and staff to disseminate, enforce, and practice it.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.050 | 0.014 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.012 | 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".