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
Published three times per year by Indiana University Press for the Hutchins Center at Harvard University, Transition is a unique forum for the freshest, most compelling ideas from and about the black world. Since its founding in Uganda in 1961, the magazine has kept apace of the rapid transformation of the African Diaspora and has remained a leading forum of intellectual debate. In issue 113, Transition updates Countee Cullen’s iconic question by asking, "What is Africa to me now?" A soul-searchingly private query, its ramifications nevertheless play out in profoundly public ways, around issues of immigration, racial and ethnic tension, and the search for belonging. Guest edited by Benedicte Ledent and Daria Tunca, in this cluster Madhu Krishnan takes Achebe’s Things Fall Apart as a starting point for defining contemporary African literature, while Louis Chude-Sokei explores through their novels the experiences of Africans living in America. Julie Kleinman reveals the perspective of Malian immigrants in France, and photographer Johny Pitts searches Europe with his camera for what he calls "Afropeans." Meanwhile, celebrated author and editor Hilton Als has his own questions about diaspora, which he explores in recollections of a childhood summer in Barbados. Caribbean Canadian novelist David Chariandy also treats Transition readers to a sneak preview of his forthcoming novel, Brother. The issue concludes with a suite of essays that examine the social impacts of collective fear, and ask-given obvious parallels between the Rodney King beating and the murder of Trayvon Martin-why does this keep happening to young black men?
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) | 0.000 | 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