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Record W7111548590

The British Effect: Is colonial legacy a contributing factor to post-colonial democratization?

2023· article· en· W7111548590 on OpenAlexaboutno aff

Bibliographic record

VenueDigital Access to Scholarship at Harvard (DASH) (Harvard University) · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicCulture, Economy, and Development Studies
Canadian institutionsnot available
Fundersnot available
KeywordsColonialismDemocracyIdentity (music)Democratic system
DOInot available

Abstract

fetched live from OpenAlex

The drivers of democratic success are well-studied and comprise a complex topic with a plethora of economic, environmental, and historical factors given to explain the relative degree of democratic performance across countries. Amongst the factors that account for democratic success is the role of colonialism and whether colonial history and identity has contributed (or not) to the onset of liberal democracy in former colonies of former European imperial powers. Specifically, writers such as Lange (2004) and Ferguson (2004) have argued that former British colonies have enjoyed higher levels of democratic success than former colonies of other European colonial powers such as France or Spain. Following a statistical analysis that measures the extent of democratic success across eighty-five former colonies, according to two prevalent indices that analyze levels of freedom and democratic success (Freedom House and The Economist Intelligence Unit), I found that the correlation between democratic success and colonial history was not significant across the data set and instead has been limited to a few specific exceptions. The study finds that a specific form of settler colonialism and related institutional building in particular countries (Australia, Canada, New Zealand, United States) was instrumental in contributing to isolated cases of democratic consolidation. However, after controlling for those exceptional cases, I conclude that there is not a meaningful democratic outperformance of former British colonies vis-à-vis the former colonies of France, Spain, and the other European colonial powers.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.651
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0090.000
Scholarly communication0.0120.005
Open science0.0020.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.006

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 head0.022
GPT teacher head0.281
Teacher spread0.258 · 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 designObservational
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
Published2023
Admission routes1
Has abstractyes

Explore more

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