Guest Editorial: Low Earth Orbit Satellites to Enable Access Equality: Part II
Bibliographic record
Abstract
The emerging low Earth orbit (LEO) mega-constellations are an important means to free access to communication. Copper and fiber landlines can be blocked to stop people's access to resources. However, as long as there is access to the atmosphere, LEO constellations will be accessible. This role of mega-constellations has become apparent since the publication of Part I of our Feature Topic (FT) in the April 2022 issue. Despite social, economic, and political circumstances, current mega-constellations enduring jamming attacks also prove their critical role as communication enablers. Part II of this FT on access equality solutions in LEO mega-constellations focuses on their additional benefits, the integration with the terrestrial networks, support for naval logistics, and position, navigation, and timing (PNT) services.
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How this classification was reachedexpand
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.012 | 0.005 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".