<i>Innovation in a Cold [War] Climate</i>: Engineering Peace with the American Military–Industrial Complex
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
On January 8, 2008, executives at MacDonald, Dettwiler and Associates (MDA), a systems engineering firm centered in Vancouver, British Columbia, triggered a political firestorm by announcing that, subject to regulatory approval by the governments of Canada and the United States, shareholders had approved the sale of the firm's space business to Alliant Techsystems (ATK), an aerospace company and manufacturer of land mines, cluster bombs, and missiles headquartered in Minneapolis, Minnesota. Daniel Friedmann, MDA's chief executive since 1995, argued the sale would “allow the company to focus management and financial resources exclusively on its rapidly growing information products business,” particularly the firm's property-information systems for those “involved in real estate-related transactions such as the buying, selling, conveyancing, mortgage financing, and insurance of properties.”
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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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