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Record W4408165264 · doi:10.22329/gljuh.v10i1.8663

Once Traitors, Now Butterflies

2025· article· en· W4408165264 on OpenAlexaff
Noah Gecelovsky

Bibliographic record

Venue˜The œGreat Lakes journal of undergraduate history. · 2025
Typearticle
Languageen
FieldPsychology
TopicAnimal and Plant Science Education
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsBiologyGeography

Abstract

fetched live from OpenAlex

The successful Revolution of 1959 marks the moment when the Cuban people emerged from under the influence of the United States to assert their increased autonomy and begin to chart their own course of history. While they found success in the years immediately after the Revolution, Cuba was exposed to the unpredictable forces of the international economy following the collapse of the Socialist Bloc in 1991, and the loss of its most important trade partner, the Soviet Union. To conduct trade on the international market, Cuba sought to generate foreign currency. The two most successful sources of hard currency that emerged during this Special Period were tourism and remittances from abroad. This new embrace of foreign currency is an about-face from the previous Cuban policy, enacted in 1979, which banned the possession of U.S. currency for Cuban citizens but permitted it for tourists and foreign diplomats.1 This did not stop migrants from sending money, and after 1991, remittances became a crucial source of hard currency for the Cuban government. At the same time, the Cuban government became increasingly dependent on the flow of remittances in the 1990s. The U.S. used this period of economic instability to tighten sanctions on Cuba and implement some of the most debilitating policies to date.

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)0.001
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 score0.310
Threshold uncertainty score0.427

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 science0.0010.000
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 head0.029
GPT teacher head0.280
Teacher spread0.252 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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