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Record W2772012165 · doi:10.12737/19736

Ecological tourism in Russia and Scandinavia

2016· article· en· W2772012165 on OpenAlexaboutno aff
Наталия Логинова, Nataliya Loginova, Валентина Костоварова, Галина Чудайкина, Galina Chudaykina

Bibliographic record

VenueServices in Russia and abroad · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicDiverse Aspects of Tourism Research
Canadian institutionsnot available
Fundersnot available
KeywordsEcotourismTourismPopularityRecreationState (computer science)PopulationDestinationsGeographyBusinessEconomyEconomic growthEnvironmental protectionPolitical scienceEconomicsSociology

Abstract

fetched live from OpenAlex

In recent years, in our country there is a significant growth of interest in such unusual trend in tourism as ecological tourism. Ecotourism is a kind of nature tourism, which brings together people who want to be as close as possible to nature. The very concept of "ecotourism" for our country is a relatively new, but in Western Europe, USA, Canada, Australia and other countries such kind of rest has already gained a lot of popularity. In Russia, despite the opportunities for development of this trend, ecotourism is underdeveloped. This article defines the concept of "ecotourism", describes the peculiarities of this type of tourism, and lists the main requirements for eco-tours. The authors give the main reasons hindering the development of eco-tourism in our country. The authors consider in detail the Nordic countries as an example of the highest level of eco-tourism organizing. Currently, it is one of the most popular destinations for eco-tourists. The Nordic countries, namely Norway, Sweden and Denmark, provide great opportunities for the ecotourism development. It is promoted by the magnificent nature, picturesque landscapes, good level of state support and protection of national parks and reserves, the interest of the local population in maintaining the ecotourism facilities in proper state and creation of comfortable conditions for recreation of foreign and domestic tourists, who prefer to spend their holidays or a weekend surrounded by nature. There are solutions for active rest and relaxing vacation, which allows the Nordic countries to attract more and more eco-tourists year by year.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.036
Threshold uncertainty score0.072

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0030.001
Open science0.0000.002
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0040.001

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.

Opus teacher head0.011
GPT teacher head0.320
Teacher spread0.309 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations3
Published2016
Admission routes1
Has abstractyes

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