MétaCan
Menu
Back to cohort
Record W4388805857 · doi:10.1080/00223344.2023.2254439

Paradox and Pity: What We Can Learn From Fiji’s Urban Squatter Settlements

2023· article· en· W4388805857 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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Pacific History · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicIsland Studies and Pacific Affairs
Canadian institutionsnot available
FundersSchool of Social Sciences, University of California, IrvineWestern UniversityWestern Sydney UniversityUniversity of Sydney
KeywordsHuman settlementSociologySettlement (finance)CentralityCitizenshipPoliticsPopulationUrban geographyPolitical economyPolitical scienceGeographyUrban planningLawEconomics

Abstract

fetched live from OpenAlex

This article discusses what might be gained from placing informal urban settlements at the centre of analyses of contemporary Fiji.Holding around 20 percent of the total population and growing rapidly, these settlements represent significant demographic movement and economic transformations.Analytically, they offer a paradigm shift.Heterogeneous and complex, racially mixed, transient and rapidly changing, squatter settlements are places that challenge many of the taken-for-granted assumptions used to analyse Fiji, including its politics of ethnic division, rigid social hierarchies, and the centrality of village economies.Instead, they offer new insights into the contradictions, ambiguities, and insecurities that come to signify the contemporary moment for many Fiji citizens.Following Brij Lal's later work, I draw upon ongoing ethnographic research in two urban settlements to ask what centring the narratives of urban squatters themselves, in discussions about nation-building, citizenship rights, and social justice, can teach us about Fiji in the present as well as its potential for future transformation.

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.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.534
Threshold uncertainty score0.594

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.033
GPT teacher head0.263
Teacher spread0.230 · 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