Bibliographic record
Abstract
Le néré (Parkia biglobosa), arbre fruitier de la savane guinéenne en général et de la Haute Guinée en particulier, jouit dans cette zone d’une grande notoriété du fait de son importance dans l’alimentation et la médecine traditionnelle, avec un caractère patrimonial prononcé. A partir de l’arbre à néré considéré comme un objet du patrimoine, cet article se propose de montrer que les femmes ont acquis au fil des générations un savoir-faire qui était un gage du caractère patrimonial de ce produit. Cependant, la monétarisation progressive de l’économie avec en corollaire le renchérissement de la valeur du néré sur le marché a attisé la convoitise des hommes qui s’investissent de plus en plus dans la filière jusqu’à la contrôler à terme. A cet effet, le développement d’une filière marchande et l’apparition de nouveaux acteurs dans un contexte d’inégalité de genre sont abordés comme une menace pour la patrimonialité de l’arbre.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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".