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Record W4220657819 · doi:10.1108/ils-08-2020-0192

Exploring design discourses and liminality as features of professional learning in an elementary makerspace

2022· article· en· W4220657819 on OpenAlexaff
Sandra Becker, Michele Jacobsen

Bibliographic record

VenueInformation and Learning Sciences · 2022
Typearticle
Languageen
FieldEngineering
TopicDesign Education and Practice
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsLiminalityTransformative learningCurriculumPedagogyGeneral partnershipOriginalityMathematics educationProfessional learning communityValue (mathematics)Professional developmentSociologyPsychologyQualitative researchComputer science

Abstract

fetched live from OpenAlex

Purpose Using Johansson-Sköldberg et al.’s (2013) descriptions of design discourses, this study aims to analyze teacher interviews, research notes and teacher and student artifacts to determine if engagement in design practices led to changes in the teacher’s thinking. Design/methodology/approach This article presents results from a year-long study that explored how a teacher enacted design discourses to engage in curriculum learning within an elementary school makerspace. The design-based study involved a collaborative partnership where a teacher and researcher co-designed, co-enacted and co-reflected on three cycles of making featuring curriculum studies in science, mathematics and social studies. Findings The authors determined that engagement in all four design discourses led to transformative changes in the teacher’s thinking about herself as a teacher and her students as learners. The evidence suggests the school makerspace can serve as a liminal design space for professional learning, given that implicit in the makerspace is the embodiment of design practices such as problem finding, iteration and reflection. Research limitations/implications Engaging in design discourses in the makerspace can lead teachers to question the frames they hold about teaching and learning. However, teachers need ongoing support in developing discipline knowledge and prioritizing the time required for designing, iterating and reflecting on learning in the makerspace. Practical implications The makerspace provides a liminal space for teachers’ professional learning in that implicit in the makerspace is the embodiment of design practices such as problem finding, iteration and reflection. Originality/value This study is unique, in that it places the importance of teacher learning in the elementary school makerspace on equal footing with student learning, thereby creating a culture of inquiry for all.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.019
metaresearch head score (Gemma)0.037
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.019
Threshold uncertainty score0.099

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.037
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.002
Science and technology studies0.0070.033
Scholarly communication0.0130.011
Open science0.0020.014
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.076
GPT teacher head0.326
Teacher spread0.251 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations3
Published2022
Admission routes1
Has abstractyes

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