Op LOBE and the Evacuation of Canadian Personnel from Libya, 2014: An Interview with Major (Retired) Doug Henderson
Bibliographic record
Abstract
In the aftermath of the 2011 Arab Spring uprising in Libya and the North Atlantic Treaty Organization’s intervention that overturned Muammar Gaddafi’s government amid fears of reprisals against civilians, Canada and other countries re-established a diplomatic presence. The region was still unstable with many competing militias in a tentative truce following Gaddafi’s downfall. Canada’s embassy required a military presence to secure the compound and the safety of Canadian VIPs. In July 2014, the men and women of Operation LOBE were forced to evacuate from Libya amid a diplomatic exodus during a resurgence of civil war. This piece, based largely on a Canadian War Museum oral history interview with Op LOBE’s Roto 6 Task Force Commander Major Doug Henderson, revisits the mission’s purpose, its deployment, the challenges faced in country and the successful evacuation of Canadian personnel to Tunisia in the summer of 2014.1
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.056 | 0.012 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.009 |
| 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".