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Record W4408445866 · doi:10.22329/jtl.v19i1.8328

Pedagogical Strategies Employed by Teachers in Township Schools for Teaching Meiosis and Genetics with Improvised Resources

2025· article· en· W4408445866 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

VenueJournal of Teaching and Learning · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicDiverse Educational Innovations Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMeiosisMathematics educationGeneticsBiologyPsychologyGene

Abstract

fetched live from OpenAlex

This study explored the pedagogical strategies employed by grade 12, life-sciences teachers in township schools to teach complex concepts, such as genetics and meiosis, using improvised teaching resources. Resource constraints in South African township schools often limit learners’ access to traditional teaching materials and technologies. In response, this research examined how teachers adapt and innovate their methods to effectively convey abstract life-sciences concepts. An embedded mixed-methods design was utilized, with a purposive sample of four life-sciences teachers from diverse township schools, selected to reflect varied teaching experiences and resource availability. Data was collected through interviews and classroom observations, offering insights into their instructional practices. Thematic analysis of interview data and systematic observation of classroom activities revealed a range of creative and adaptive pedagogical approaches. Instructors commonly adopted collaborative, learner-centred, and inquiry-based teaching methods. They employed creative strategies, including designing hands-on activities, using analogies, and incorporating real-life examples to enhance learners’ understanding. Collaboration among teachers and the use of community resources also emerged as key strategies for enriching the learning experience. The findings underscore the resilience and ingenuity of grade 12, life-sciences teachers in overcoming resource constraints to create effective educational environments. This study contributes to the understanding of the interplay between pedagogy and resource availability in underserved educational settings, providing valuable insights for educators, policymakers, and curriculum developers aiming to enhance science education in resource-limited contexts.

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)0.002
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.388
Threshold uncertainty score0.494

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.037
GPT teacher head0.316
Teacher spread0.279 · 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