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 Afrique, continent-Mère de l’homme et source de notre civilisation, vie et mort , depuis plus de 200 000 ans avant notre ère, sont liées. Inséparables. Elles constituent, ensemble, les deux faces de l’existence humaine et, par ce fait, la mort se veut la conséquence de la vie. Dès lors, dans la cosmogonie négro-africaine dont les traces sont visibles dans le judaïsme et le christianisme, l’idéologie de la vie prime sur celle de la thanatologie, car la vie ne finit pas avec la mort. A contrario , elle la dépasse, la transcende et continue dans l’Au-delà. Ainsi, la mort n’est pas le dernier mot de la vie pour l’Africain. Celle-ci est, reste et demeurera une phrase en pointillés qui s’achèvera au village des ancêtres lors du retour final.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.005 |
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