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
Abstract This handbook is the first volume to offer a sustained theoretical exploration of all aspects of language and race from a linguistic anthropological perspective. A growing number of scholars hold that rather than fixed and pre-determined, race is created out of continuous and repeated discourses emerging from individuals and institutions within specific histories, political economic systems, and everyday interactions. This handbook demonstrates how linguistic analysis brings a crucial perspective to this project by revealing the ways in which language and race are mutually constituted as social realities. Not only do we position issues of race, racism, and racialization as central to language-based scholarship, but we also examine these processes from an explicitly critical and anti-racist perspective. The process of racialization—an enduring yet evolving social process steeped in centuries of colonialism and capitalism—is central to linguistic anthropological approaches. This volume captures state-of-the-art research in this important and necessary yet often overlooked area of inquiry and points the way forward in establishing future directions of research in this rapidly expanding field, including the need for more studies of language and race in non-U.S. contexts. Covering a range of sites from Angola, Brazil, Canada, Cuba, Italy, Liberia, the Philippines, South Africa, the United Kingdom, the United States, and unceded Indigenous territories, the handbook offers theoretical, reflexive takes on the field of language and race, the larger histories and systems that influence these concepts, the bodies that enact and experience them, and finally, the expressions and outcomes that emerge as a result.
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 | 0.001 |
| 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