Fossil fuel interests, climate obstructionism, and higher education policy: A critique of the Australian Universities Accord
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
This article examines how national higher education policy can obfuscate the need for effective climate action. It critiques the Australian Universities Accord, a recent policy aimed at creating an economically prosperous, socially equitable, and environmentally sustainable nation. Through a critical analysis of the Australian Universities Accord, we show how it: i) was formed with significant input from fossil fuel actors, networks, and interests; ii) supports climate solutions that tighten links between industry and higher education; and iii) proposes a new governance mechanism that will ensure fossil fuel interests continue to exert influence on the higher education sector. Although the Accord claims to advance credible responses to the climate crisis, we suggest it maintains a social, political, and economic status quo that supports fossil fuel interests. This article extends research in the field by showing how higher education policy can become a site of organized climate obstructionism at a national level.
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 | 0.000 | 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