MétaCan
Menu
Back to cohort
Record W4417164177 · doi:10.53967/cje-rce.7571

(Book Review) A Pedagogy of Kindness

2025· article· en· W4417164177 on OpenAlexaffvenue
Amina Yousaf

Bibliographic record

VenueCanadian Journal of Education / Revue canadienne de l éducation · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCritical and Liberation Pedagogy
Canadian institutionsUniversity of Guelph-Humber
Fundersnot available
KeywordsDenialKindnessSyllabusCurriculumTransformative learningTone (literature)Equity (law)Higher education

Abstract

fetched live from OpenAlex

In A Pedagogy of Kindness, Catherine J. Denial makes a compelling case for changing the way higher education operates.As educators, she argues that we must move away from traditions of distrust, individualism, and strict authority, and instead embrace trust, agency, and a sense of belonging.Drawing on her extensive teaching experience, Denial redefines kindness as more profound than being nice or lenient.She views it as an ethical approach that can reshape the relationships educators have with their students and how they design assessments, classrooms, and institutions.Given the challenges in today's educational landscape, including post-pandemic fatigue, mental health concerns, and the growing need for equity (Rashid & Di Genova, 2022), this book is timely and necessary.Denial is a historian and award-winning educator at Knox College in Illinois, and her book offers a human-centered approach to teaching that is concise and clear.The warm and approachable tone makes it appealing not only to higher education academics and educators but also to curriculum developers and administrators.Drawing from her personal experiences, Denial shares transformative stories from her classroom, such as using a "first day" survey to understand students' needs, and revising syllabus language

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.635
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.043
GPT teacher head0.376
Teacher spread0.333 · 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 designNot applicable
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 routes2
Has abstractyes

Explore more

Same venueCanadian Journal of Education / Revue canadienne de l éducationSame topicCritical and Liberation PedagogyFrench-language works237,207