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Record W4413825792 · doi:10.47814/ijssrr.v8i9.2928

A Diachronic History of the Scopes of Practice of Counselling Psychology in Three Sub-Saharan African Countries

2025· article· en· W4413825792 on OpenAlexaboutno aff
Professor Augustine Nwoye, Dr Thabani Khumalo

Bibliographic record

VenueInternational Journal of Social Science Research and Review · 2025
Typearticle
Languageen
FieldPsychology
TopicCounseling Practices and Supervision
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologySociology

Abstract

fetched live from OpenAlex

In 2016 a landmark article was published in the Counselling Psychology Quarterly aimed at providing a global portrait of the discipline of counselling psychology. Unfortunately, only experiences and histories of counselling psychology in eight countries (Australia, Canada, New Zealand, South Africa, South Korea, Taiwan, the United Kingdom, and the United States) were represented. Similarly, in 2019 another important article was published in the Counseling Psychologist, aimed at highlighting the factors that influence counselling practice in four countries (Iceland, South Africa, Thailand, and Turkey). Unfortunately, again, the history of Counselling Psychology in the whole of Africa apart from South Africa remained omitted in these publications. The present article is an attempt to close this gap. Its principal objective is to let our foreign partners who plan to spend their sabbatical or other such experiences in any of the three African countries highlighted in this study be aware of what goes on in the field of counselling psychology in these countries and how they will be able to fit in when teaching or practicing counselling psychology in any one of them.

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)0.009
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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.938
Threshold uncertainty score0.550

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.081
GPT teacher head0.492
Teacher spread0.411 · 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
GenreReview

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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