“Leaning In” or “Taking a Knee”: Career Trajectories of Senior Leaders in the Canadian Armed Forces
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Less research has examined the extent to which external contexts and factors that influence an organizational member’s life choices also influence their career trajectories within the military, and particularly among those who advance to leadership positions at the General Officer/Flag Officer level. Interviews were conducted with 20 select General Officer/Flag Officers in the Canadian Armed Forces. As part of a secondary analysis of an exploratory qualitative study, we applied a Life Course Theory lens to better understand the intersections between the sociohistorical and cultural context of senior leader development, and the individual choices that the participants made that led to their ascent to their rank. This study provides insight into how the historical time and place, the timing in their lives, the linked lives they share with family, and the degree of agency they maintained over their life choices led participants to “lean in” rather than “take a knee.”
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.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it