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Record W2089523927 · doi:10.1353/sgo.2005.0025

The Transnational Community as an Agent for Caribbean Development: Aid from New York City and Toronto to Carriacou, Grenada

2005· article· en· W2089523927 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueSoutheastern geographer · 2005
Typearticle
Languageen
FieldSocial Sciences
TopicCaribbean history, culture, and politics
Canadian institutionsnot available
Fundersnot available
KeywordsMartiniqueEconomic growthMicrofinanceScale (ratio)GeographyPolitical scienceEconomyWest indiesSociologyEthnologyCartographyEconomics

Abstract

fetched live from OpenAlex

Small island economies of the Caribbean have traditionally relied on remittances from family members working abroad to sustain them in their limited circumstances. The responsibility to provide for those back home has evolved as the communities of Afro-Caribbean people in North America have prospered. For some islands, like Grenada and its dependencies of Carriacou and Petite Martinique, the present transnational network has become a complex and sophisticated vehicle for initiating and completing development projects in the Caribbean. Community social organization abroad, as well as access to the Internet as an organizing tool, allow transnational connections to flourish and provide much needed aid to the home community. Although these islands have a long history of migration and remittances, the transnational network fosters an organized and effective way of providing development aid at a larger, community-wide scale. This article uses examples, including interviews, from New York City and Toronto to give voice to these connections and projects.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.897
Threshold uncertainty score1.000

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 studies0.0020.000
Scholarly communication0.0000.000
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 head0.039
GPT teacher head0.290
Teacher spread0.251 · 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