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Record W4319442816 · doi:10.1080/02615479.2023.2168638

Understanding Ubuntu and its contribution to social work education in Africa and other regions of the world

2023· article· en· W4319442816 on OpenAlexaff
Jacob Mugumbate, Rodreck Mupedziswa, Janestic Mwende Twikirize, Edmos Mthethwa, Ajanaw Alemie Desta, Oluwagbemiga Oyinlola

Bibliographic record

VenueSocial Work Education · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican cultural and philosophical studies
Canadian institutionsMcGill University
Fundersnot available
KeywordsSociologyColonialismPhilosophy of educationEnvironmental ethicsSocial workWork (physics)Social scienceHigher educationPolitical scienceLaw

Abstract

fetched live from OpenAlex

The overarching philosophy of Black people of Africa is known by different names but Ubuntu is the most popular name. Ubuntu’s origin is attributable to Black Africans in all regions of the continent—North, West, Central, East and South. Different communities may emphasize its different aspects but they are common knowledges, values and practices. The article begins with a discussion of the philosophy of Ubuntu and its application at the micro (individual and family), meso (communal), macro (societal, environmental and spiritual) levels. The roles of Ubuntu in social work education are then discussed with a focus on Africa. These roles are offering a philosophical foundation; being a source of ethics and values; being a source of knowledge including theories; offering a history of African social work; shaping social work methods; building the confidence of educators, learners and communities; shaping research; being a pedagogical approach; enriching fieldwork education; and indigenizing and decolonizing. However, there are several impediments to the full use of Ubuntu, including the colonial history of the profession, changes to African society and lack of Ubuntu-inspired educational resources. The authors recommend continuous development and use of educational resources that are created with Ubuntu philosophy as a guiding principle.

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)0.003
metaresearch head score (Gemma)0.002
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 score0.014
Threshold uncertainty score0.038

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0140.016
Scholarly communication0.0070.006
Open science0.0010.006
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.146
GPT teacher head0.356
Teacher spread0.210 · 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

Citations79
Published2023
Admission routes1
Has abstractyes

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