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Record W4214639000 · doi:10.1007/s11422-021-10082-4

Culturally relevant/responsive and sustaining pedagogies in science education: theoretical perspectives and curriculum implications

2022· article· en· W4214639000 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.

Bibliographic record

VenueCultural Studies of Science Education · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicEarly Childhood Education and Development
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsFraming (construction)CurriculumSociology of EducationScience educationSociologyHegemonyPedagogyArgument (complex analysis)Engineering ethicsPolitical scienceLaw

Abstract

fetched live from OpenAlex

The main focus of this paper is to put forward an argument about the value of asset-based, culturally relevant/responsive and sustaining pedagogies in science education, especially in former colonial contexts. Countering the framing hegemony of science education through a historically Euro-dominant lens, we call for a critical analysis of the state of science education in the Netherlands by exploring, specifically, the Dutch Caribbean community which includes Suriname and the former Dutch Antilles and Aruba and the need to respond with a more culturally relevant and sustaining pedagogical stance. In doing so, we provide a concrete example of a CR-SP-focused community-based STEAM program for young children and their parents in the north of the Netherlands. We hope that this paper will provide the foundation to springboard conversations among educators and researchers with an interest in designing, enacting and researching CR-SP-informed programs and curricula geared for historically marginalized families and children.

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)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.546
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0040.012
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 head0.030
GPT teacher head0.407
Teacher spread0.377 · 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