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
This paper examines the origins, nature, and potential outcomes of the global crisis induced by the Covid-19 pandemic. The authors argue that the crisis has been animated by the two most important groups of factors that have been simmering in the world‘s economic and political system during the past six decades and have been accelerated by the pandemic. First, the dynamic of the Covid-19 crisis illuminated the existing challenges of the contemporary capitalist system, which is generally legitimated via the instruments of moral panic and media manipulation. Each consecutive crisis of capitalism ends with the redistribution of power resources to some groups of participants. Second, the Covid-19 crisis has been taking place within the conditions of a systemic and ideological struggle between two global elite factions that harbour drastically different approaches to the changing world order and have different politico-economic goals and intentions. The authors will argue that the crisis will not change the world drastically, yet it will amplify these ongoing tensions, illuminate them to many general observers, and deepen the already-existing systemic instability.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.001 |
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