Fernando Miguel Pérez Herranz, Más allá de imperios y de naciones, 4. El fin de la arrogancia feudal-nacional europea: Oviedo, Eikasía, 2025, 450 pp. Colección Contemporánea
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
If the philosopher Antonio Escohotado confessed that, while reviewing the economic history of the West while writing The Enemies of Commerce, he had unexpectedly discovered that the decisive factor was neither the Christianization of Rome nor the barbarian invasions, but rather the remuneration or non-remuneration of labor, and, no less unexpectedly, that the flourishing of communism always coincided with periods of prosperity, likewise, while writing the volumes of Beyond Empires and Nations, Pérez Herranz discovered something he had not initially anticipated: the true thread of European history is not Christianity, but Gnosticism. And he dedicates the core of the fourth volume of his ambitious tetralogy, a non-nationalist historical reflection on Europe, from the First Crusade to the present day, to demonstrating this driving idea.
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 | 0.007 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.005 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 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