Towards a theory of critical energy literacy: the Youth Strike for Climate, renewable energy and beyond
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract The Youth Strike for Climate raised important global attention to interconnected climate, energy and environmental issues — it also compelled us to consider what we will do to address these pressing challenges. Developed through consideration of such dynamics, we propose critical energy literacy as an emerging theory that denotes understanding of the social, environmental, political and economic challenges, benefits and impacts of various energy sources, developments and technologies. Critical energy literacy is grounded in critical and decolonising approaches to STEM education; considerations for collaborative multi-, inter- and Trans disciplinary pedagogy; critical place-based inquiry and pedagogy; critical gender perspectives and critical media literacy and engagement. Enhancing societal critical energy literacy will assist with more equitable energy, transit, construction and environmental planning by and for communities, businesses and governments. In this theory-building commentary, we share insights related to and principles for our emerging theory of critical energy literacy which coalesced through personal experience with and previous studies into related initiatives and areas of inquiry, and recent reviews of literature as well as K-12, post-secondary and not-for-profit curricula in Canada with consideration for international contexts. A discussion of renewable energy development and education focused on the Canadian province of Alberta is presented as an illuminating exemplar.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it