Bibliographic record
Abstract
Résumé 1973-1974 : Marcello Caetano s’enlise dans ses contradictions et dans ses hésitations ; c’est l’impasse de « l’évolution dans la continuité ». Le coup d’État du 25 avril 1974 ouvre aux Portugais un large éventail d’alternatives politiques. Le pays foisonne de projets, qui se proposent concrétiser le programme du MFA : « démocratiser, décoloniser, développer ». Rappelant la vitalité politique de cette époque, le poète José Carlos Vasconcelos parle « d’une patrie au cœur du printemps ». Trente ans après, l’espoir s’est évanoui et les désillusions semblent s’installer. Si nous revenons aux sources historiques, c’est la pensée d’Alexandre Herculano qui s’impose : l’histoire n’est pas la simple commémoration. L’histoire est surtout une réflexion sur le passé qui nous permet d’ouvrir avec courage et lucidité les chemins de l’avenir.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.978 | 0.972 |
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; the direct Gemma label and the distilled Codex classifier 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".