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
In the last century, science fiction has become an incredibly powerful tool in depicting alternative social imaginaries, particularly those of the future. Extending beyond their fictious nature is a commentary on the stark realities of modern society. The ‘cyberpunk’ subgenre, for example, offers a dystopian critique on the dangers of technological dependence and hypercapitalism. In studying science fiction, future imaginaries can be developed as utopian goals for governance systems to strive for. In contrast to cyberpunk, the subgenre of ‘solarpunk’ depicts a utopian society where humanity lives locally, sustainably, and in harmony with nature. This paper deconstructs solarpunk media to describe three guiding principles of solarpunk: anarchism, ecology, and justice. As an anarchist community, solarpunk strives for a post-scarcity, post-capitalist society devoid of hierarchy and domination. As an ecological community, solarpunk strives for local, self-sufficient, and sustainable living where both the human and non-human flourish. Finally, as a just community, solarpunk strives to rid society of marginalization and celebrate authenticity. These three principles can be used to guide humanity towards a utopian, solarpunk future.
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 | 0.001 | 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) | 0.001 | 0.001 |
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