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
En 2015, des femmes, des enfants, des civils continuent a mourir sous l'effet des mines antipersonnel, dont certaines ont ete posees il y a plusieurs decennies. Cependant, le nombre de nouvelles victimes est en constante diminution depuis l'adoption, en 1997, d'un traite qui interdit les mines antipersonnel. Les temoignages de medecins, infirmiers, secouristes travaillant sur le terrain, dans les pays touches, ont contribue a rassembler un mouvement international contre ces armes. L’influence, a la tete de ce mouvement, d'un groupement d'ONG reunissant des organisations humanitaires, fut determinante dans le cadre du processus d'Ottawa qui aboutit a l'adoption d'une Convention d'interdiction totale des mines antipersonnel. Par ailleurs, les ONG ont un veritable role dans le suivi et la mise en œuvre de cette Convention qui a contribue a reduire drastiquement - mais pas encore totalement - le nombre de nouvelles victimes de mines antipersonnel.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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