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Record W271449598

Canadian NGOs and Grass Roots Leadership/ Democracy in Ghana

2007· article· en· W271449598 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

VenueThe Journal of Pan-African Studies · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsDemocracyIndependence (probability theory)Political scienceCivil societyPoliticsPublic administrationSociologyLaw
DOInot available

Abstract

fetched live from OpenAlex

Presented at Ghana Golden Jubilee Symposium, Kwantlin University College, Vancouver, BC. Introduction: Grass roots leadership and democracy in Gold Coast's independence struggles provide an important key to understanding success and failures of Canadian and other foreign NGOs in post-independence Ghana. Those NGOs that tap into Ghanaian grass roots leadership and democracy are able to facilitate development in civil society. Those that do not tap into this vital resource contribute to growth without development. NGOs emerge to fill gaps in civil society left by disconnect between State/Government and grass roots. Many Canadian NGOs in Ghana are motivated by love for Africa, to help poor and disenfranchised--A LAUDABLE GOAL. However, because of their disconnect from grass roots leadership and democracy they become mere charities creating social parasites and deepening dependency syndrome of Ghana. For Canadian NGOs in Ghana to empower civil society, particularly poor and disenfranchised, they need to take cues from key ingredient used to achieve success in Gold Coast independence struggles. The key was Nkrumah and CPP's effective connection with grass roots leaders and their democratic practices. Leadership and Grass Roots Democracy in Ghana's Independence Struggles: Ghana's independence struggles began formally with establishment of United Gold Coast Convention. This first political party of Ghana aimed to rely on vanguard or elite to organize struggle for independence. This organizations and governance system was foreign and antithetical to indigenous governance of various ethnic groups of Gold Coast. In these communities, governance thrived on grass roots leadership and democracy. Kwame Nkrumah's strategy proved to be a different one. He turned to the people, grass roots, to facilitate a democratic mass movement. His background of poverty on margins of Gold Coast gave him more credibility as a populist leader than all his overseas education. The poor youth, farmers, women and wage earners of Gold Coast were far removed in social spectrum from intellectuals and professionals of colony. The grass roots were already directed against colonial government. They were therefore natural allies to Nkrumah in his search for a wide-ranging grass roots coalition to challenge local colonial authorities. The democratically operated mass movement consisted of three main grass roots groups (Birmingham, 1990): detached youth (Verandah Boys), cocoa farmers, women, and workers. * The Youth Movement The core of youth movement was composed of school leavers and drop-outs who came to urban centers in search of employment and slept on back verandahs of distant relatives. When Nkrumah broke with UGCC in 1949, it is this youth movement that was turned into initial autonomous Convention People's Party (ibid). * Cocoa Farmers To gain a broad base of support from voters, Nkrumah connected with and motivated cocoa farmers to organize a democratically strong movement in support of CPP's independence struggle against Colonial government that was exploiting these farmers (ibid.). * Women The liberation movements of Africa discovered that one way of mobilizing support was to seek approval of women. Powerful market women of Ghana were leaders who democratically organized grass roots women to facilitate Nkrumah's early organizing ventures. In independent struggles, Gold Coast grass roots women were cheer leaders, fund-raisers, street-demonstrators, boycott organizers in support of cause represented by Nkrumah and grass roots in general (ibid.). * The Workers The Gold Coast wage-earners, especially railway workers trade union movement of Takoradi, were a significant source of support for Nkrumah-led independence struggles. …

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.179
Threshold uncertainty score0.735

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.001
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 head0.058
GPT teacher head0.300
Teacher spread0.242 · 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