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Record W2025115970 · doi:10.1093/cdj/36.2.111

The community economic development tradition in Eastern Nova Scotia, Canada: ideological continuities and discontinuities between the Antigonish Movement and the Family of community development corporation

2001· article· en· W2025115970 on OpenAlexaboutno aff
Samuel C. MacAulay

Bibliographic record

VenueCommunity Development Journal · 2001
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicCooperative Studies and Economics
Canadian institutionsnot available
Fundersnot available
KeywordsCorporationIdeologyDemocracyCommunity developmentShadow (psychology)Political scienceCitizen journalismCommunity economic developmentCommunity organizationEconomic growthSociologyLawEconomicsPolitics

Abstract

fetched live from OpenAlex

The eastern part of Nova Scotia in Atlantic Canada is home to two well known initiatives in community economic development (CED); the Antigonish Movement of co‐operatives and a group of Cape Breton community development corporations, referred to here as the Family. The Antigonish Movement is the older of the two, originating as a response to economic crisis in the region in the years leading up to World War II. The Family of community development corporations began in the 1970s with the establishment of its flagship corporation, New Dawn Enterprises Limited, now the oldest community development corporation in Canada. In the literature, the two are said to represent a common tradition in the region of trying to combat excessive external control of the economy through the creation of community controlled businesses. The tradition, however, is also an ideological one, with important continuities and discontinuities. The purpose of this article is to provide a critical assessment of these continuities and discontinuities by focusing on the activities and organizational forms adopted by each of the initiatives. The article identifies issues that arise out of democratic and non‐democratic forms of CED practice. It is concluded that the Family's community development corporations represent, at best, a pale shadow of the promise for democratic and participatory CED contained in the co‐operative and adult education program of the Antigonish Movement.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.137
Threshold uncertainty score0.991

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0360.021
Scholarly communication0.0100.002
Open science0.0020.004
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.062
GPT teacher head0.228
Teacher spread0.167 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

Citations18
Published2001
Admission routes1
Has abstractyes

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