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Record W4399856958 · doi:10.1177/09632719241262361

The Unappreciated Significance and Source of Meaning in Wild Landscapes: An Arctic Case

2024· article· en· W4399856958 on OpenAlexaboutno aff
Chris Dunn

Bibliographic record

VenueEnvironmental Values · 2024
Typearticle
Languageen
FieldEnvironmental Science
TopicUrban Green Space and Health
Canadian institutionsnot available
Fundersnot available
KeywordsMeaning (existential)ArcticGeographyEnvironmental ethicsThe arcticAestheticsArtHistoryEcologyEpistemologyPhilosophyBiologyOceanographyGeology

Abstract

fetched live from OpenAlex

Wild places are rich with meaning. This runs contrary to accounts of vast undeveloped regions like the Arctic as being devoid of meaning (and thus open for—or even in need of—resource exploitation) and to accounts that dismiss conceptualizations of the Arctic as containing substantial wilderness landscapes as an invalid colonial concept. There is rather an unappreciated commonality between Indigenous conceptions of place and conceptualizations of wilderness: both recognize undeveloped landscapes as substantial founts of meaning that are not the product of their own projections. Their senses of these meanings are not equivalent but overlap in important respects and are shared by many cultures across the globe, thus challenging premises of relativism and of meaning as merely locally produced. Furthermore, meaning is a topic often overlooked or marginalized in the context of climate change adaptation and nature preservation. The Arctic is considered as a specific case study to illustrate these points as it is one of the world's largest undeveloped areas and is particularly affected by climate change. The Arctic is rich with meaning for the Inuit and other residents who depend on it for sustenance. It also contains some of the most extensive and least developed or otherwise impacted and manipulated landscapes on the planet—a relatively small portion of which is protected as parks and wilderness, though substantial in comparison to temperate or tropical regions. Climate change threatens not only the traditional subsistence livelihoods of Arctic residents, but also the emergent meanings that inhere in these landscapes. Simultaneously, the meaning and value of protected Arctic landscapes, particularly those designated as wilderness, is also under duress. Climate change is impacting the Arctic more than many other areas, posing a threat to its meanings as a home and as a wilderness. Acknowledging the centrality of meaning, while rejecting the “received idea” inherited from constructivist thought that meaning is overlaid on a passive landscape open for—or even in need of—human created meanings, can lead to new approaches to nature preservation and to human adaptation in the era of climate change.

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)0.006
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: none
Teacher disagreement score0.140
Threshold uncertainty score0.278

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0380.041
Scholarly communication0.0130.008
Open science0.0010.009
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0020.000

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 head0.012
GPT teacher head0.233
Teacher spread0.221 · 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

Citations4
Published2024
Admission routes1
Has abstractyes

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