Issue Cover Art: Homecoming Collage
Bibliographic record
Abstract
This piece is a found poem/collage made from different magazine cut-outs glued onto red construction paper. What inspired its creation is the book Homegoing by Yaa Gyasi. In this book, Gyasi describes colonialism's over 400-year impact on the continent of Africa, the Indigenous people to those lands, and their ancestors. She does this by writing a historical fiction story of a family that started in what is now considered current-day Ghana, taking place from the mid-1700s to the early 2000s. The family starts with the mother of two sisters, Maame, who leaves her first daughter (Effia) while her village is set on fire. After she runs away, she is captured by a new village, forced to be a warrior's wife, and has his child (Esi). From this, Effia's lineage stays in Africa and sees colonialism's effects in-continent (primarily the Gold Coast area), while Esi's lineage is captured, forced into slavery in North America, and sees colonialism's effects on people in the United States. Throughout the book, the symbolism of fire is used for Effia's lineage starting with the village she grows up in being on fire during her birth, and the symbolism of water for Esi's as first seen with enslaved people being thrown (or throwing themselves) into the sea while on slave ships. The book's telling of colonialism's multi-generation impact, and its motifs of fire and water inspired me to make this piece.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.846 | 0.721 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".