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Record W4412230610

Sustainable Arctic Cruise Communities:Nuuk Case Report

2023· report· en· W4412230610 on OpenAlexaff
Laura James, Carina Ren, Henrik Halkier, Heidi Aardrup Eskildsen

Bibliographic record

VenueVBN Forskningsportal (Aalborg Universitet) · 2023
Typereport
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsInnovation Cluster (Canada)
Fundersnot available
KeywordsCruiseArcticThe arcticGeographyEnvironmental scienceOceanographyGeology
DOInot available

Abstract

fetched live from OpenAlex

Executive summary Cruise tourism is an important part of tourism in Greenland and in the years to come, it is expected to grow. In Nuuk the future of cruise tourism is subject to a great deal of debate. Many local stakeholders want to build the cruise industry and develop it in a more sustainable direction but face a range of challenges in this work. This case report has been developed as a part of the research project Sustainable Arctic Cruise Communities, which has researched sustainable cruise tourism development initiatives across five Nordic Arctic cruise ports. The study is based on desk research, document analysis, interviews and field research. The report discusses and synthesises the key issues in Nuuk. The hope is to draw insights from this destination to inform the development of more sustainable Arctic cruise communities in the future. The report shows that Nuuk is in many ways an atypical Arctic cruise destination, and its size and position as Greenland’s capital means that it does not suffer from many of the severe problems faced by small communities that are overwhelmed by large numbers of cruise tourists. Nonetheless, as our analysis makes clear, there are still challenges related to the economic, social and environmental sustainability of cruise tourism, and an ongoing lively debate about its future development. The report identifies three key issues related to cruise tourism. First, the common use of resources and shares spaces that create negative impacts, such as pollution, but also positive impacts; for example, developing tourist infrastructure that can be used outside the main season. Second, the timing and pace of cruise tourism are important for economic and social sustainability. This includes issues related to seasonality, long-term planning combined with unpredictability due to weather conditions, and the dynamics of short, intense cruise calls that last only a few hours. Third, different stakeholders attach different values and meanings to various types of cruise tourism, which means that there is currently no consensus regarding the future development path of cruise tourism. Overall, most stakeholders in Nuuk agree that they do not want mass cruise tourism and very large ships, but there is no clear consensus regarding exactly which cruise segment is preferred – beyond a desire to target tourists that are higher-spending. Most stakeholders believed that cruise tourism should be better regulated but few had very concrete ideas about how this should take place, or who has a responsibility and a mandate to lead on this issue. As argued during a cruise seminar in 2021, no one knows who has ‘the red button’ to push stop and our study also shows that no single institution has the authority, mandate or incentive to stop cruise. No single actor in Nuuk is currently able to ‘push the red button’. While stopping cruise tourism may not be an option, more transparency and closer collaboration and dialogue among industry stakeholders and representatives of the community will be needed to ensure that cruise tourism takes better part in the economic, environmental and socially sustainable development of Nuuk.

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.041
Threshold uncertainty score0.081

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0100.002
Scholarly communication0.0020.002
Open science0.0020.004
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0060.001

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 head0.078
GPT teacher head0.355
Teacher spread0.277 · 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 designQualitative
Domainnot available
GenreEmpirical

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

Citations1
Published2023
Admission routes1
Has abstractyes

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