French Policy in the Sphere of Tourism
Bibliographic record
Abstract
In this paper we present the current situation of France in the field of tourism and describe the main state organizations that carry on business in the sphere of tourism development in the French Republic. We also give examples of the main events delivered by these institutions for the sustainable development of the tourism industry in France. Today in France there are several state structural units that are full of vitality in this direction. Of these, the following departments and organizations were considered: Ministry of Foreign Affairs and International Development; Ministry of Commerce and Finance; Interagency Committee on Tourism, Tourism Promotion Council, Atout France, etc. Thanks to the active work carried out at the state level, France today holds one of the leading positions among the countries to be most frequently visited by tourists. Moreover, the results of this smart policy are the annual income from the development of the tourism industry in France, which, in turn, significantly affects the economic welfare of the country. Thus, a carefully thought-out state policy in the field of tourism has a favorable effect on the socio-economic condition of the country as a whole.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 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 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".