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Record W2514096128 · doi:10.5539/jel.v5n4p53

Inclusiveness in the Vocational Education Policy and Legal Frameworks of Kenya and Tanzania

2016· article· en· W2514096128 on OpenAlexvenueno aff
Abebe Yehualawork Malle

Bibliographic record

VenueJournal of Education and Learning · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicPoverty, Education, and Child Welfare
Canadian institutionsnot available
Fundersnot available
KeywordsTanzaniaFocus groupVocational educationGovernment (linguistics)Medical educationPolitical scienceEconomic growthPedagogyPsychologySociologySocioeconomicsMedicine

Abstract

fetched live from OpenAlex

<p>This study examines the status of inclusiveness in the education and training policies of Ethiopia in comparison to those of selected East African countries. The focus is on vocational education in terms of the special educational and training needs of students with disabilities. Focus group discussions and interviews conducted in Kenya and Tanzania, relevant policy document analysis and the findings of Article 1 of the study were used as primary sources for the research. A total of 18 representatives of DPOs from Kenya and Tanzania participated in two sessions of focus group discussions, and 15 high-profile figures and experts from concerned government bodies of these study countries were interviewed. Most of the study participants agreed that the issue of disability was not adequately addressed in the education and training policies or the legal and implementation instruments of the study countries. The participants also proposed valuable recommendations.</p>

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.531
Threshold uncertainty score0.386

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.008
GPT teacher head0.315
Teacher spread0.308 · 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 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

Citations11
Published2016
Admission routes1
Has abstractyes

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