We Will Find A Way": Understanding the Legacy of Canadian Special Operations Forces"
Bibliographic record
Abstract
Abstract : In October 2001, the Canadian Minister of National Defense (MND) was repeatedly criticized by the media for the perceived failure of not doing enough to assist their American brethren in Afghanistan in the aftermath of the tragic terrorist attack on the twin towers of the World Trade Center in New York City, in the early morning hours of 11 September 2001. During one such situation, the MND finally revealed that Canada was indeed helping. In fact, he made mention that Canadian commandos were supporting the American effort in theater. The revelation came as a shock to most Canadians. Few actually knew that Canada possessed commandos, or more accurately special operations forces (SOF). But, the knowledge that such special troops were in action was enough to quiet the outcry. Nonetheless, the larger issue still remained; who were these shadow warriors? Their existence was a well-guarded secret. Neither Canadians, nor anyone else for that matter, knew much about Joint Task Force Two (JTF 2), much less any of the other SOF-like organizations that had existed in the country's history that made up the Canadian SOF (CANSOF) legacy. Significantly, Canada's SOF traditions can be traced back to the Ranger tradition of colonial North America where raiding, or direct action, as well as special reconnaissance allowed the embryonic Canadian nation to punch above its weight and achieve strategic impact through tactical action. The national SOF legacy continued in the Second World War with a number of specialized units and into the Cold War period in the form of the Canadian Airborne Regiment.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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 teacher head, 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".