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Record W4414989597 · doi:10.22215/cujs.v5i3.5421

Exploring and Enhancing Experiential Teaching and Learning in Social Justice-Oriented Education

2025· article· en· W4414989597 on OpenAlexaff
M.C. Duffy, Azar Masoumi

Bibliographic record

VenueCarleton undergraduate journal of science. · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicDiverse Educational Innovations Studies
Canadian institutionsCarleton University
Fundersnot available
KeywordsExperiential learningExperiential educationSyllabusService-learningHigher educationFoundation (evidence)

Abstract

fetched live from OpenAlex

Experiential education is a unique approach to teaching which can enhance student learning, engagement with material, and understanding of real-world situations. It particularly has potential to strengthen education in the social sciences, such as courses focused on topics related to social justice. This SaPP project aimed to explore experiential education in more detail in the literature and to map existing models of experiential education in disciplines related to social justice to identify ways to integrate experiential education more into SOCI 2170: Foundations in Social Justice, an undergraduate sociology course at Carleton University. The literature review conducted revealed service learning, problem-based learning, land-based learning, and place-based education as four key types of experiential education. The review of public course syllabi uncovered many samples of experiential education used in similar courses at other institutions. These literature findings and applicable real-world examples provide a strong foundation to improve experiential learning in SOCI 2170 for future years.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.550
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.046
GPT teacher head0.297
Teacher spread0.252 · 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 designObservational
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
Published2025
Admission routes1
Has abstractyes

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