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
For unmanned combat forces, some research proposes multi-robot coordination through common analytical coordination algorithms using reliable, high bandwidth communications. Such coordination is capable of optimal or near-optimal distribution of unmanned forces, but requires reliable communications and frequent feedback and control to ensure predictable performance. Others propose local autonomy, reducing dependence on reliable communications through greater intelligence within each unmanned system, but at the cost of optimality, predictability, and dependency on rich, high rate sensing. Thus a fundamental problem of swarm control can be starkly drawn. If centralized control is not practical and the swarm must function at a level comparable to manned forces, swarm members must adhere to common goal direction semantics that permits each unit to dissect its contribution to the team objective with or without consultation and negotiation. How, then should missions be expressed, allocated, and monitored?
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 | 0.001 | 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 | 0.001 |
| Open science | 0.002 | 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