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
The Recognized Air Picture (RAP) is an important element of Air Force operations which can be associated with the Common Operational Picture (COP). With the Common Tactical Picture (CTP), they provide Air Force commanders with the necessary situation awareness (SA), indicating, in real time, the status of deployed friendly and enemy assets. In the 13dw project, DRDC Valcartier investigated concepts that could improve the implementation of a dynamic RAP and its exploitation for the management of Canadian Air Force resources in real-time operations. Such an implementation requires the definition of a reference scenario and the development of a simulation tool. On the one hand, an analysis of five existing scenarios led to the choice of the North Atlantis scenario, on top of which depicting a Combat Search and Rescue (CSAR) mission vignette was developed. On the other hand, the analysis of some existing simulation tools (two commercial tools and two R&D tools designed at DRDC Valcartier) led to recommendations for the development of a dynamic RAP tool.
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 | 0.000 |
| 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 | 0.001 |
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