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 ubiquitous surveillance capability of satellites is currently applied to monitor food production, international borders and transportation hubs by many countries. These monitoring systems, based on imagery and real-time tracking, combined with other surveillance mechanisms, contribute to detecting and tracking the cascading effects of illegal practices or accidents (e.g. tracking illegal fishing operations; spread of piracy; sea pollution and accidents impacting populated coastal areas (fisheries, tourism and ecosystems). In terms of cost efficiencies, the value of monitoring sea routes has been studied over the years and the benefits from satellite observations and navigation are deemed important. They include improved ship detection over large geographic zones, allowed by the integration of satellite imagery with other tools (e.g., aerial patrols) has brought out efficiencies in commercial shipping thanks to faster transit times (Canada, Norway), as well as a useful deterrent factor for illegal fishing (France) (Table 22.1).
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) | 0.005 | 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