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
Four contemporary thinkers from different disciplines and geographies come together around the theme of Borders, Human Itineraries, and All Our Relation. Architect, artist, and urban theorist Dele Adeyemo (UK/Nigeria) calls attention to the complexity of Black infrastructures, questioning how “the environments that surround us condition the possibility of our being.” Poet Natalie Diaz (US/Mojave/Akimel O’otham) writes, “Like story, migration is the sensual movement of knowledge,” and asks, “What is the language we need to live right now?” Philosopher Nadia Yala Kisukidi (France) suggests there is no diasporic life “without the dynamics of fabulation, where we pass down, from generation to generation, the stories of our ancestors who walked barefoot for many months.” And cultural theorist Rinaldo Walcott (Canada) asks us to consider inheritances beyond white supremacist logics, “What might it mean to live a life, if we can’t risk desiring and working towards utopia?” Braided together in this book, the essays speak to each other in multiple ways, creating a revealing vision of the world as it is, and as it could be.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.296 | 0.002 |
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