Integrated maritime surveillance: protecting national sovereignty
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
Protection of national sovereignty requires the ongoing, systematic collection of data from a range of sensors and other sources and the assembly and maintenance of a picture of the position, classification, identification and movement of cooperative and non-cooperative ships, aircraft and hazards in the exclusive economic zone. Integrated maritime surveillance maintains a continuous and affordable real-time picture of ship and aircraft tracks to beyond the 200 nautical mile limit of the EEZ using land based HF and microwave radar systems. The system associates ancillary data from other sources to provide a knowledge-based "recognized maritime picture" and the most effective surveillance of all significant targets within the EEZ. Overlays of GIS referenced data such as sea-state, currents, ice, water temperature, phytoplankton, etc., can be included to support the deployment of air and surface assets and maximize their effectiveness in dealing with fisheries protection, drug interdiction, illegal immigration, terrorist threats, search and rescue and other aspects of national sovereignty.
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) | 0.002 | 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