Preparing for Collapse: The Concerning Rise of “Eco-Survivalism”
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 raises concern about the growing embrace of “eco-survivalism”—an environmental discourse motivated by the idea of “riding out” what is seen as the inevitable collapse of the global economy and human population caused by severe environmental degradation. First, we identify this environmental discourse and differentiate it from other leading contemporary environmental discourses which are primarily motivated by the challenge of averting collapse. Second, we show how the rise and spread of eco-survivalism today is catalyzed by the growing perceived urgency of the global environmental crisis as conditioned by neoliberal capitalism. Finally, we consider some of the concerning implications of its rise, including the emergence of environmental defeatism, the depoliticization of environmental action, and the reification of socio-economic injustices (in terms of who is deemed worthy of “surviving”).
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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