Bibliographic record
Abstract
This text is inspired by events that took place in Kosovo in the spring of 1999.Civilians from neighbouring Albania backed the Albanese minority in Kosovo.The grenade throwers are not always of the age or gender one would usually expect them to be.Ils se tiennent dans un coin de la cellule, agrippes l'un a l'autre dans un enlacement protecteur.Ceux qui passent dans le couloir ne voient qu'une masse informe.Il faudrait s'arreter pour distinguer deux etres humains.Le regard habitue al'obscurite, on verrait quatre pieds et deux mains emerger de la masse formee par les gros cabans verts epais.Ensuite on verrait deux tetes se detacher a peine sur le mur bruni par la salete et les infiltrations d'eau.Vne rousse et une chatain.Cheveux coupes ras cornrne si l'on avait recernrnent fait la chasse aux poux.Mais les soldats passent, sans preter attention au petit tas dans le coin de l'avant-demiere cellule, tout aleurs ordres ou au prisonnier qu'ils doivent trainer vers un nouvel interrogatoire car il n'a plus la force ni de marcher ni meme de se tenir debout.Cela fait maintenant plusieurs heures que les deux corps s'agrippent l'un
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.585 | 0.313 |
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".