Bibliographic record
Abstract
The election on 6 May 2007 of Nicolas Sarkozy as President of the Republic ushered in the promise of a new era in France. Sarkozy’s presidency follows those of the Socialist Francois Mitterrand (1981-95) and the neo-Gaullist Jacques Chirac (1995-2007), who together occupied France’s highest political office for more than a quarter-century. From the outset, Sarkozy’s presidential campaign was predicated on the need for change in France, for a “rupture” with the past; and his emphatic victory against the Socialist Segolene Royal gave him a mandate to effect this. The legislative elections of June 2007, by assuring a strong majority in the National Assembly for Sarkozy’s centre-right Union pour un Mouvement Populaire (UMP), left the way clear for implementing the new President’s reform agenda over the next five years. This article examines the political context within which Sarkozy was elected to power, the main proposals of his presidential program, the challenges he faces, and his prospects for bringing real change to France.
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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.026 | 0.002 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".