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Record W4406313560 · doi:10.21083/ajote.v13i2.7549

A collaborative approach to enhance quality education in Foundation Phase inclusive classes in South Africa

2024· article· en· W4406313560 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.

venuePublished in a venue whose home country is Canada.
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

VenueAfrican Journal of Teacher Education · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicEducational Practices and Challenges
Canadian institutionsnot available
Fundersnot available
KeywordsDisadvantagedMandateThematic analysisFoundation (evidence)Quality (philosophy)Focus groupPsychologyPedagogyNonprobability samplingCollaborative learningWork (physics)Qualitative researchMathematics educationMedical educationSociologyPolitical scienceEngineeringMedicinePopulation

Abstract

fetched live from OpenAlex

Teachers in South African schools have the mandate to work together with parents to implement the inclusive education policy. However, schools and families continue to work as separate entities, and this negatively affects the support provided to learners experiencing barriers to learning. Insufficient collaboration between teachers and parents has hampered the ability to support learners who experience barriers to learning. Barriers to learning must be identified, and learners must receive collective support as early as in the Foundation Phase so that barriers do not continue to affect learners’ learning. Notably, there is minimal support for such learners in disadvantaged schools due to limited collaboration among support stakeholders. This study investigated how a collaborative approach can be useful to enhance effectiveness in teaching Foundation Phase inclusive classes. The study was underpinned by Ubuntu theory. Purposive sampling was used to select participants, and qualitative research methodology based on an interpretive paradigm was used. Focus group interviews, involving the recording of the discussion, were used to generate data. The findings of the thematic analysis revealed the importance of collaboration among teachers, parents, and other stakeholders to achieve and enhance effective inclusive teaching in the Foundation Phase. We conclude that locally available assets that reside in parents within the school environment should be used to promote inclusive teaching and learning.

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 score0.168
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.049
GPT teacher head0.472
Teacher spread0.423 · 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