An example of efficient spectrum management: army tactical radio operations in broadcasting bands
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
An overview of the methodology used to accommodate army tactical radio operations in broadcasting bands is presented. A detailed electromagnetic compatibility (EMC) analysis was carried out to maximize the spread spectrum operation of army tactical radios in Canadian bases, while minimizing the interference potential to the reception of TV and EM radio broadcast signals outside the bases. In Canada, the radio's tuning range of 30-108 MHz spans broadcast, land mobile and other bands. The details of the EMC study involved laboratory determination of broadcast receiver response to frequency hopping transmissions, the design of the appropriate EMC analysis algorithms, and the applications of specially prepared computer programs to obtain interference-free operation parameters for the military radios.
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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 | 0.000 |
| 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