Bibliographic record
Abstract
Narrator: Retired Lieutenant Colonel Chris Kilford, 1961- Interviewer: Interviewed by Matthew Bacon Interview Date and Location: 07 March 2025, Victoria, BC. Synopsis: Retired Lieutenant Colonel Chris Kilford discusses his experiences with the Canadian Armed Forces, with a particular focus on his time working with and alongside NATO organizations. The first 15 minutes of the interview are dedicated to understanding Kilford's upbringing as well as his early deployment history with the military up until approximately 2001. From 14:37 to 34:29, the discussion shifts to focus on his experiences at the Canadian Forces College. In this section, we discuss the thinking within the college before the events of September 11th, 2001, specifically the focus on the Canadian military’s failures in Rwanda and Somalia. Furthermore, following the events of 9/11, Kilford examines his personal experiences with the shifting dynamic of warfare and doctrine during the War on Terror. From 34:29 to 54:43, Kilford discusses his experiences with the Chief Force Development (CFD), Acting Director of Future Security Analysis, Deputy Director of the Canada First Defence Strategy team, and as a Military Liaison Officer between the Department of National Defence and the Standing Senate Committee on National Defence. This section largely covers Kilford’s transition into the political aspects of NATO. From 54:43 to 01:55:46, Kilford discusses his experiences as a Deputy Canadian Defence Attache at the Canadian Embassy in Kabul, Afghanistan (2009-2010) and as the Canadian Defence Attache at the Canadian Embassy in Ankara, Turkey (2011-2014). Kilford’s experiences at the Afghan and Turkish embassies are the heart of this interview, delving deep into his time working with and alongside NATO organizations. Specifically, his experience during this time focuses on the discussion regarding the ‘ground truth’ or reality of the situation on the ground. Finally, the last 15 minutes of the interview focus on Kilford’s experiences outside of the Canadian Armed Forces, specifically his visits to the Canadian Battlegroup in Latvia. 00:00-00:53—Introduction. 00:53-03:50—Background Information. 03:50-14:37—Early Service Record. 14:37-34:29—Canadian Forces College, 2001-2004. 34:29-52:10—Chief Force Development (CFD), Acting Director of Future Security Analysis, Deputy Director of the Canada First Defence Strategy team, 2004-2008. 52:10-54:43—Military Liaison Officer between the Department of National Defence and the Standing Senate Committee on National Defence, 2008-2009. 54:43-01:20:05—Deputy Canadian Defence Attache at the Canadian Embassy in Kabul, Afghanistan, 2009-2010. 01:20:05-01:55:46—Canadian Defence Attache at the Canadian Embassy in Ankara, Turkey, with the responsibility for military relations between Canada and Turkey, Georgia, Azerbaijan, and Turkmenistan, 2011-2014. 01:55:46-02:06:44—Additional Questions. 02:06:44-02:08:06—Closing Remarks.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.017 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.047 | 0.008 |
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".