Professionalism Under Fire: Canadian Implementation of the Medak Pocket Agreement, Croatia 1993
Bibliographic record
Abstract
For many Canadians, the Somalia Affair became a symbol of their armed forces in the 1990s. Intense media coverage of a Somali teen’s murder by Canadian paratroopers, its cover-up by senior bureaucrats and officers at National Defence Headquarters and a series of subsequent scandals shook public confidence in the nation’s military institutions. Negative coverage particularly in the first half of the 1990s created an image of military incompetence and unprofessionalism, vividly captured in letters to the editor to major newspapers across the country. In recent years that image was balanced with more positive ones of Canadian Forces personnel protecting the peace in the Former Yugoslavia, Africa, and East Timor. Nevertheless, the spectre of Somalia still lingers in the minds of many both in and out of uniform.
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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 | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.030 | 0.004 |
| Scholarly communication | 0.008 | 0.001 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.016 | 0.002 |
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".