A view from above: Space and 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
A connected battlespace aims to enable seamless, real-time connectivity between various military assets across all domains of contemporary warfare. Such a program, however, cannot be accomplished without the use of space-based assets that are designed to store and transmit data; enable communications, surveillance, and imagery; and bolster interoperability between different military forces and services. Given recent technological advancements, coupled with international interest and the diminishing cost of launching satellites into low Earth orbit, this article explores the opportunities and drawbacks associated with the Canadian Armed Forces’ embrace of novel space-based technologies. Following dozens of consultations and a stakeholder workshop held with academic, industry and policy experts, we argue that developing, procuring, and exploiting these capabilities is essential for Canada’s future force development, augmenting situational awareness in a pan-domain environment, and retaining a degree of sovereignty in an era marked by disruptive technologies, strategic uncertainty and great power competition.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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