MétaCan
Menu
Back to cohort
Record W2147123136 · doi:10.1186/1936-6434-6-10

Canadian and Pakistani Muslim teachers’ perceptions of evolutionary science and evolution education

2013· article· en· W2147123136 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEvolution Education and Outreach · 2013
Typearticle
Languageen
FieldArts and Humanities
TopicEvolution and Science Education
Canadian institutionsMcGill University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsIslamPerceptionScience educationNature of ScienceSociologyPedagogyMathematics educationPsychologyGeography

Abstract

fetched live from OpenAlex

This study seeks to explore the intersections among religion, science and education in Muslim teachers’ science classrooms in diverse contexts. Specifically, it examines the ways in which the scientific theory of evolution is understood by Muslim high school science teachers in light of their theological beliefs about creation. Data were collected from 25 high school science teachers from various schools in Canada and Pakistan. Qualitative interviews and focus group discussions were conducted to probe participants' perceptions of evolution in relation to their religious beliefs and how they address the evolution/creation controversy in teaching. Canadian and Pakistani Muslim science teachers mostly accepted evolution of living beings except human beings because human evolution contradicts their Islamic beliefs. Canadian and Pakistani science teachers mostly lacked a clear understanding of biological evolution and most were in favor of teaching both the religious and scientific perspectives in their science courses. This study has implications for teacher development and science education. Better training opportunities are needed for Muslim science teachers to support them to develop sophisticated content and pedagogical knowledge about evolution.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.603
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.002
Scholarly communication0.0000.002
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.011
GPT teacher head0.249
Teacher spread0.238 · 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