MétaCan
Menu
Back to cohort
Record W4306376949 · doi:10.18357/jcs202220561

In the Eye of the Tornado: Encounters with Clay—A Relational Materialist Orientation Toward Cultivating Curriculum

2022· article· en· W4306376949 on OpenAlexaffvenue
Erin Malki, Roselyn Gutierrez, Colleen Skuggedal

Bibliographic record

VenueJournal of Childhood Studies · 2022
Typearticle
Languageen
FieldArts and Humanities
TopicArt Education and Development
Canadian institutionsUniversité de MontréalUniversité LavalUniversité du Québec à Montréal
Fundersnot available
KeywordsMaterialismCurriculumSociologyAestheticsEpistemologyPedagogyPhilosophy

Abstract

fetched live from OpenAlex

This paper follows three student-educators’ journey with clay. Embedded in the contextual space of the studio, the paper considers the complexities and processes involved in cultivating curriculum and thinking with the idea of art as a language. Inspired by the relational materialist approach, Erin, Roselyn, and Colleen enter into a dialogue with clay—embodying one another, entangling with each other, intra-actively doing unto one another, and reaffirming that knowing things is embedded deeply in relational connectivity with the world around us—onto-epistemology. The authors journey together with clay through spinning, twirling, tornadoes, storms, music, chaos, and destruction.

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)0.004
metaresearch head score (Gemma)0.006
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 score0.013
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0130.026
Scholarly communication0.0090.006
Open science0.0010.012
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0040.000

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 head0.027
GPT teacher head0.273
Teacher spread0.246 · 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

Citations0
Published2022
Admission routes2
Has abstractyes

Explore more

Same venueJournal of Childhood StudiesSame topicArt Education and DevelopmentFrench-language works237,207