Sorry, That’s the Climate We’re in. On the Sense of Absence of a Self-ConsciousAnthropocene in Literature
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
<ns3:p>This article explores the presence of the „self-conscious Anthropocene” (Lynn Keller) in Polish literaturein the first quarter of the 21st century. Although the Polish publishing market is repletewith publications that explicitly address human-caused climate change and a potential climatecrisis, they are confined to specific segments: children’s literature and non-fiction. Climate fictionconstitutes a separate fi eld, but as it stems from science fiction, it contextualizes considerationsof the course, effects, and possibilities of preventing climate catastrophe differently. The ignoringof the anthropocene by contemporary Polish literature seems to reflect the impotence of literatureand the accompanying critical and academic reflection in the face of the most pressing problemfacing the contemporary world.</ns3:p>
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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