New ways forward to promote peace in the face of Russia's invasion
Bibliographic record
Abstract
"Escalating Russian Cyber Attacks Could Risk Widening the War in Ukraine" by R. Atkinson and E. Simpson discusses the increasing cyber operations conducted by Russia against Ukraine. It details numerous cyber attacks on Ukrainian government networks and critical infrastructure, including the deployment of destructive malware such as WhisperGate and FoxBlade. These operations are part of a coordinated effort between cyber and conventional military strategies. The document emphasizes the need for NATO and its allies to enhance their cyber defenses to counter these threats and prevent potential escalation of the conflict beyond Ukraine's borders .\nThe document "New Ways Forward to Promote Peace in the Face of Russia's Invasion" by Erika Simpson discusses the geopolitical implications of Russia's invasion of Ukraine and suggests strategies for promoting peace. It emphasizes the need for a balanced approach to NATO expansion and defense spending, highlighting the importance of diplomatic efforts and international cooperation. The document also explores Canada's role in supporting Ukraine and the broader implications for global security .
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 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".