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
Cybersecurity is coming to the forefront of the concerns of nations, organizations and individuals. Government agencies, banking systems and businesses have been crippled by criminal and malicious cyberattacks. There are many examples of cyberattacks in regions of tensions and armed conflict. There are no impartial international means to investigate the claims and counter-claims about cyberattacks. The international community more broadly lacks a way to deal with cyberattacks in a concerted manner. A new approach and capability should be considered for certain circumstances: cyberpeacekeeping. Peacekeeping has proven effective in physical space, and many of the same principles and methods could also be applied in cyberspace, with some adjustments. It could help prevent global attacks, and if an attack were to be successful, it could assist with recovery and conduct impartial investigations to uncover the perpetrators. The possibilities of a cyberpeacekeeping team at the United Nations to make cyberspace more secure are well worth exploring.
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 | 0.000 | 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