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 this paper, we consider climate change as a systemic respiratory crisis, and explore how breath can function as a mode of witnessing climate catastrophe. We build on feminist environmental humanities methodologies of embodied attunement to advance a more-than-human witnessing of climate change. We suggest that a feminist “conspiratorial” witnessing of breath(lessness) can afford an embodied, situated, empathetic and systemic mode of witnessing. In this approach, the witness (e.g., “the human”) is part of what is witnessed (the climate crisis). As such, breathing climate catastrophe can reveal the intimate, visceral and personal violences of global climate change, and develop empathetic approaches to climate injustice. Nevertheless, as breath’s social and multispecies differentiation reveals, no-one can witness the entirety of climate catastrophe with their own bodies. We thus advocate for collective, more-than-individual modes of knowing, such as science, art and critical analysis, to augment our own sensorial experiences of witness.
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 | 0.001 |
| 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 | 0.003 |
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