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Record W4417081020 · doi:10.1002/tl.70018

Editor's Notes

2025· article· en· W4417081020 on OpenAlexaboutno aff
Heather Keith

Bibliographic record

VenueNew Directions for Teaching and Learning · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicSustainability in Higher Education
Canadian institutionsnot available
Fundersnot available
KeywordsGlobal warmingClimate changeFace (sociological concept)Tipping point (physics)Call to actionAction (physics)Refugee

Abstract

fetched live from OpenAlex

One needs only to read the headlines to know that the climate crisis is upon us. United Nations Secretary-General Antonio Guterres suggests that we have passed from a warming phase into an “era of global boiling” (Reuters 2023). Climate scientists argue that the climate tipping point is likely closer than we suspect, noting that the Atlantic Ocean's circulation system, the Atlantic Meridional Overturning Circulation, will likely experience an abrupt and irreversible change due to warming as early as the middle part of this century, which will have widespread consequences (Ditlevson and Ditlevson 2023). We are now consistently experiencing the hottest months in history, and under an almost constant threat of volatile weather. Climate refugees are no longer a possibility, but a reality. The climate crisis may be the greatest threat colleges and universities face in this already volatile, uncertain, chaotic, and ambiguous century. Global warming threatens to squeeze, injure, and destroy institutions and the many purposes we invest in them. Yet at the same time as academia faces this challenge, we also have the opportunity to improve humanity's ability to understand, mitigate, and adapt to the emergency (p. 225). This call to action is amplified by climate writers and activists such as Joanna Macy, Katharine Hayhoe, and Bill McKibben, and the responsibility and ability of colleges and universities to respond to social and ecological crises is evident in pedagogy studies and philosophy of education, such as Kevin Gannon's Radical Hope, Paul Handstedt's Creating Wicked Students, David Orr's Earth in Mind, Alexander's Universities on Fire, and bell hooks’ Teaching to Transgress. This special issue explores higher education's ability to respond to the climate crisis through sustainability pedagogies in teaching and learning, program design, and cross-institutional collaborations. The first chapter explores many levels of teaching and learning through the lens of the Climate Alliance's “Just Transition Framework.” Applied to higher education, this framework issues a call for educational developers to work with faculty on course design aimed at justice and sustainability, supporting practices that are restorative and regenerative, rather than extractive. In chapter two, a group of educational developers and faculty at Barnard College share their both challenging and successful experience in facilitating co-taught, interdisciplinary courses on climate. They explain how they surmounted institutional and disciplinary barriers and what kind of programming was effective in creating partnerships across disciplines. Chapter three details the history and structure of one of the country's first online sustainability and resilience graduate programs. Developed at Green Mountain College and sustained by Prescott College, this program is centered on place-based pedagogies, even though it is primarily asynchronous and remote. Chapter four chronicles a sustainability pedagogy cross-institutional dialogue between educational developers and faculty at several universities in Canada. This program has yielded expected results, such as participants learning from the challenges and successes of other institutions, but it has also led to other benefits, such as research collaborations and a feeling of community. Chapter five showcases the interaction between a statewide initiative in Alaska and a particular class in the arts, emphasizing how project-based learning can lead to justice and sustainability-focused outcomes. This, in addition to the preceding chapters, is aimed at offering examples for and guidance on various high impact practices that will enhance our universities’ capabilities to contribute positively to social and environmental sustainability and resilience. Finally, the issue concludes with an opinion piece on artificial intelligence. The author reminds us of the significant environmental footprint of AI tools and asks us to consider taking a pause in what seems to be a frantic race to keep up with and leverage this technology. These suggestions come not only from environmental concerns, but the author argues that our pedagogies may be stronger and more resilient if we are more thoughtful in our adoption of AI. This is not an argument for ignorance but rather a statement that the worth of education must now be measured against the standards of decency and human survival—the issues now looming so large before us in the twenty-first century. It is not education but education of a certain kind that will save us (p. 238).

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)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.911
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.000
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 head0.011
GPT teacher head0.361
Teacher spread0.350 · 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 routes1
Has abstractyes

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