MétaCan
Menu
Back to cohort
Record W4410124268 · doi:10.24043/001c.137602

If Islands Did Not Exist, It Would Be Necessary to Invent Them: Grappling With Divergent Ascriptions of Islandness in Island Studies

2025· article· en· W4410124268 on OpenAlexvenueno aff
Adam Grydehøj, Ping Su, Ulunnguaq Markussen, Asinate Mausio

Bibliographic record

VenueIsland Studies Journal · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIsland Studies and Pacific Affairs
Canadian institutionsnot available
Fundersnot available
KeywordsEpistemologyPhilosophy

Abstract

fetched live from OpenAlex

Island studies has had much to say about why understanding perceptions of islandness matters for understanding the world, and it has often questioned what islandness is. Island studies has nevertheless often taken for granted that islandness ought to be perceived and has often seen islandness as something good that requires preservation. The act of studying islands per se introduces the risk that a researcher will look for and look at islands without considering whether the islands they are seeing really exist to everyone, and whether they exist for certain other people in the ways the scholar believes them to exist. In this paper, we argue that there can never be a universally or objectively correct understanding of islands, as these are socially constructed geographical phenomena. Building upon the authors’ own personal engagements with questions of islandness in China, Kalaallit Nunaat/Greenland, and Fiji, we suggest it is important for scholars to think carefully about why and how islandness matters in particular places—or else to acknowledge what motivations and power relations drive them to ascribe island status.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.399
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.103
GPT teacher head0.376
Teacher spread0.273 · 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.

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

Citations6
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueIsland Studies JournalSame topicIsland Studies and Pacific AffairsFrench-language works237,207