MétaCan
Menu
Back to cohort
Record W2883247539 · doi:10.1177/1541344618786452

Transforming Transformative Education Through Ontologies of Relationality

2018· article· en· W2883247539 on OpenAlexaff
Elizabeth A. Lange

Bibliographic record

VenueJournal of Transformative Education · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicAdult and Continuing Education Topics
Canadian institutionsSt. Francis Xavier University
Fundersnot available
KeywordsTransformative learningSociologyOntologyEpistemologyIndigenousMaterialismScience educationEngineering ethicsPedagogyEcologyPhilosophyEngineering

Abstract

fetched live from OpenAlex

It has been charged that transformative learning theory is stagnating; however, theoretical insights from relational ontologies offer significant possibilities for revitalizing the field. Quantum physics has led to a deep revision in our understanding of the universe moving away from the materialism and mechanism of classical physics. Some scientists observe that this shifting view of reality is catalyzing a profound cultural transformation. They have also noted significant intersections between the New Science and North American Indigenous philosophies as well as Eastern mysticism, all relational ontologies. These intersections as well as the theory of agential realism of Karen Barad, feminist physicist, are used to propose a next generation of transformative learning theory, one that is embedded in ontologies of relationality. The author came to relational ontology through environmental and sustainability education. This fruitful cross-fertilization helps illuminate a transformative approach to sustainability education or transformative sustainability education—which has not yet been explicitly theorized. Relationality demands an ethical, ontological, and epistemological transformation. The six criteria that emerge in the overlap between quantum physics, living systems theory from ecology, and Indigenous philosophies can reframe our understandings of transformative education, particularly toward socially just and regenerative cultures, completing the work of unfinished justice and climate movements. Pertinent to adult educators, Naomi Klein (2014) asks, “History knocked on your door, did you answer?” (p. 466).

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)0.014
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.014
Threshold uncertainty score0.073

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.001
Science and technology studies0.0050.050
Scholarly communication0.0100.022
Open science0.0010.011
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0040.001

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 head0.386
Teacher spread0.356 · 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 designTheoretical or conceptual
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

Citations108
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Transformative EducationSame topicAdult and Continuing Education TopicsFrench-language works237,207