Bibliographic record
Abstract
In 1959, african american intellectual and activist hoyt fuller made a brief stopover in Algeria on his way to visit the newly independent African republic of Guinea. In an excerpt from a journal of his experiences, he recounts, “Algeria was an armed camp, with the French colonial masters firmly in control. Soldiers and gendarmes were everywhere, arms at the ready, and many of the public buildings were ‘protected’ from guerilla assault by layers of barbed wire.” He continues, “I had entered the city from the liner, Foch, with two young Africans, one from Abidjan, the other from Brazzaville, and we had moved about with relative freedom until we reached the famed Casbah, the incredible labyrinthine quarter made famous over the world by Hollywood’s film, Algiers, starring Charles Boyer and Hedy Lamarr. The armed guard at the entrance to the Casbah politely but firmly turned the three black visitors away, offering no explanation beyond the simple statement that entrance was forbidden.” After his two African companions decided to return to the passenger ship, Fuller again attempted to enter the Casbah by himself, this time successfully so. As he explains, “In Paris, an Algerian friend had given me the name of a young freedom fighter in the Casbah and I set out to locate him.” Fuller eventually found this young freedom fighter and his comrades, with whom he “drank coffee and talked of African liberation. Afterwards,” he relays, “they walked with me down a twisting ‘street’ to the entrance above the great plaza. We said goodby. As I strolled out, a guard stopped me.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.021 | 0.006 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.042 | 0.009 |
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".