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
Based on award-winning research, Love and Revolution brings classical and contemporary anarchist thought into a mutually beneficial dialogue with a global cross-section of ecological, anti-capitalist, feminist and anti-racist activists – discussing real-life examples of the loving-caring relations that underpin many contemporary struggles. Such a (r)evolutionary love is discovered to be a common embodied experience among the activists contributing to this collective vision, manifested as a radical solidarity, as political direct action, as long-term processes of struggle, and as a deeply relational more-than-human ethics. The theory developed in this book is brought to life through the voices of Tom at the G20 protests in Toronto, Maria and her permaculture community in Mexico, Hassan on the streets in Syria, Angelo and his comrades occupying squares in Brazil, Dembe and his affinity group in Kampala, and many more. Love and Revolution provides an essential resource for all those interested in building a free society grounded in solidarity and care, and offers a timely contribution to contemporary movement discourse.
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 | 0.001 |
| 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