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Record W4415586118 · doi:10.21083/crrf.v31i1.7334

Environmental Governance and The Oil-Tourism Interface

2023· article· W4415586118 on OpenAlexaffabout
Mark C. J. Stoddart, Alice Mattoni, John McLevey

Bibliographic record

VenueProceedings of the Canadian Rural Revitalization Foundation · 2023
Typearticle
Language
FieldEconomics, Econometrics and Finance
TopicNatural Resources and Economic Development
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsTourismCorporate governancePoliticsResource (disambiguation)Environmental governanceNatural resourceSubmarine pipeline

Abstract

fetched live from OpenAlex

Nature-based tourism and oil development often share social and ecological space, but environmental governance rarely brings the two sectors into contact through planning or policy-making. However, this “connective” dimension of governance is vital for thinking about how coastal societies navigate relationships across different forms of development. By comparing Denmark, Iceland, Newfoundland and Labrador, Norway, and Scotland, we examine how political engagement happens within and across nature-based tourism and offshore oil. Nature-based tourism promotes the experience of natural environments and encounters with wildlife, including whales, seals, or seabirds, but often involves fossil fuel intensive travel. Offshore oil promises economic benefits from employment and royalty payments, but is a form of fossil fuel-intensive resource extraction. Political engagement across these sectors is limited. It occurs most often when there is conflict over extending oil exploration and extraction into new regions. Lack of attention to the connective dimension of environmental governance is explained by several related factors. First, there are significant differences in environmental governance across the two sectors. Tourism governance is oriented around local/regional politics, and involves a more diffuse network of actors, while offshore oil governance is oriented around regional/national/international politics, and involves a more concentrated network of actors. Second, in most cases, offshore oil governance is better established and developed than tourism governance. Third, the separation of oil and tourism within environmental governance reflects the greater perceived importance of offshore oil to the economies and social imaginaries of host communities. By contrast, where tourism is more central to the political economy and social imaginary of host communities there is more engagement across the sectors.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.704
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.010
GPT teacher head0.187
Teacher spread0.177 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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

Citations0
Published2023
Admission routes2
Has abstractyes

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