MétaCan
Menu
Back to cohort
Record W3168367659 · doi:10.1080/09505431.2021.1939294

Island Imaginaries: Introduction to a Special Section

2021· article· en· W3168367659 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueScience as Culture · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicIsland Studies and Pacific Affairs
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsVisionSociologyTechnoscienceMetaphorEnvironmental ethicsHeterotopia (medicine)Context (archaeology)Media studiesAestheticsSocial scienceAnthropologyHistoryArchaeology

Abstract

fetched live from OpenAlex

Colonial empires, scientists, philanthropists and Hollywood studios have long sustained an image of islands as remote places with unique ecologies and cultures, experimental labs, or loci of escapism. The climate crisis and the Covid-19 pandemic have contributed to a predominant view of islands as both exceptional spaces and testbeds to be scaled up onto continental or planetary levels. Likewise, the metaphor of the island is foundational to Western thought yet has been less explored in the context of scientific processes and technology development. Bringing together science and technology studies (STS) with critical Island Studies and related fields, this special section expands upon the spatial dimension of sociotechnical imaginaries to consider islands and their imaginations as both preexisting and channeling visions of science and technology. The introduced concept of Island Imaginaries captures the mutual constitution of island visions and their materialization in scientific, technological and technocratic endeavors that are imagined and pursued by scientific communities, policymakers, and other social collectives. Such an approach explores the co-constitutive dynamic of islands as sites for the foundation of technoscientific knowledge regimes, and the concomitant rendering of islands as conducive places for discovery and experimentation. The special section offers empirical case studies with insights into islands as synecdoche for larger wholes (the Earth), as experimental and exceptional sites for trialing business creation and political orders (in Singapore, and for Asia), and as variously interpreted laboratory paradise (of Hawai'i). Further research themes for STS are suggested in the Conclusion.

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.

Direct model labels (unvalidated)

Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.

Model armCategoriesStudy designConfidence
gemmaScience and technology studies
Domain: not available · Genre: Empirical
About the Canadian research system: no · About a Canadian topic: no
Theoretical or conceptuallow
gptno category
Domain: not available · Genre: Commentary
About the Canadian research system: no · About a Canadian topic: no
Not applicablehigh
models splitAgreement compares identical category sets and study designs across arms.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.738
Threshold uncertainty score0.999

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 studies0.0020.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.007
GPT teacher head0.291
Teacher spread0.284 · 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