Bibliographic record
Abstract
ot for the first time, the feature article of Spore opens in a place far away from any ACP shore.Far away over the horizon, maybe, but still at the core of the yearning for change which moves many, often rural, ACP peoplesometimes across oceans.February 1999.New York.Amadou Diallo, a 22-year old Guinean setté (immigrant), was shot down with 41 bullets by four badly mistaken police officers, whose culpability took years to establish and until January 2004 to recompense.Entire neighbourhoods of the city erupted, incandescent at this one-mistake-toomany wrought on a member of the new African communities that have been moving to the North in the past decade, rural people migrating from ACP countries.From the streets of Diallo's adopted Bronx community to the usually genteel Youth and rural development Yo!We do need some other heroes Some revered institutions have dragged their feet in listening to young people.They just can't get the knack of it, it seems.Not good enough.For the times they are a-changing, y'all.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.513 | 0.379 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".