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Record W4390922307 · doi:10.56105/cjsae.v35i02.5672

Case Study in Practice Architecture

2023· article· en· W4390922307 on OpenAlexaffvenueabout
Michael Bernhard, Christa Van Daele

Bibliographic record

VenueCanadian Journal for the Study of Adult Education · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicInnovative Education and Learning Practices
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsTransformative learningGrassrootsSociologyPerspective (graphical)PoliticsArchitectureEpistemologyPedagogyPolitical science

Abstract

fetched live from OpenAlex

This paper investigates a trajectory of forty years of evolving practices in grassroots community development in southwestern Ontario. We present it as a case study that yields fresh perspectives in socially transformative ways of knowing and discovering. In doing so, we aim to elucidate traditions in adult education and social transformation that have ‘flown under the radar.’ Our analysis is based on hermeneutic analysis of written sources. Taking a practice theory perspective, we explore the practice architectures, i.e. the cultural-discursive arrangements, material-economic arrangements, as well as social-political arrangements that enable or constrain the learning of and participation in particular practices that contribute to social innovation. Our findings suggest that the application of a practice theory framework to the complex and often unarticulated work of community development aids in bringing to light the creative ways in which the associated practices emerge, get shaped and acquired. We will conclude by discussing implications for adult learning and community development.

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 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)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.432
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
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 head0.081
GPT teacher head0.452
Teacher spread0.371 · 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 teacher head, not a consensus.

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

Citations1
Published2023
Admission routes3
Has abstractyes

Explore more

Same venueCanadian Journal for the Study of Adult EducationSame topicInnovative Education and Learning PracticesFrench-language works237,207