La guérilla espagnole dans la guerre contre l'armée napoléonienne
Bibliographic record
Abstract
Vittorio Scotti Douglas, The Spanish Guerrilla War against Napoleons Army. After discussing the change in meaning of the Spanish word guerrilla, from the original sense of "secondary military operation conducted by small groups of soldiers" to the modern one of "armed civilian struggle against an invader/occupier and their allies", the problem raised is that of the military effectiveness of the anti-Napoleonic guerrilla war. Four aspects are reviewed : the losses inflicted by the guerrillas on the Imperial army ; the communication difficulties arising, including the obstacles put in the way of troop supplies ; finally, the need for the Imperial army to use the greater part of their forces to control the territory, thus preventing them from making use of their numerical superiority in the order of battle against the Anglo-Luso-Spanish armies. Guerrilla warfare was also a non-negligible means of bringing psychological support to the Spanish population, while the Imperial troops dreaded the prospect of being sent to Spain, where they set foot already undermined by fear.
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 | 0.001 |
| 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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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; both teacher heads agree on what is shown here.
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".