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
Novelist Fatou Diome, Senegalese migrant to France, in 2019 reached the twenty-fifth year in her adopted country. Silver-anniversary motives encouraged the author to chart the quarter century of progress of this “megaphone of migritude,” as Lila Azam Zanganeh notably called her. Moving from the rich exegeses of the liminal, haunted, frequently abjected, migritude conditions of her fictional—and often autobiographical—heroines, Diome has now arrived inside the Hexagon, where her words harmonize with a sizable chorus of interior-left establishment voices. However, she has not abandoned her powerful interest in the complexities of migritude’s pains and difficult opportunities. On the contrary, in Marianne porte plainte! Identité nationale: Des passerelles, pas des barrières! (Marianne Complains! National Identity: Gangways, Not Barriers!) (2017), Diome takes up the many threads of the migritude tapestry so fully depicted in her novels and reweaves them into a portrait of an ideal new multicultural French identity.
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) | 0.007 | 0.001 |
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