Dynamique et services des écosystèmes agroforestiers autour d'une aire protégée en République du Cameroun
Bibliographic record
Abstract
1. Objectif Général (OG) Déterminer la diversité floristique ligneuse des systèmes agroforestiers (SAF) autour du Parc National de Bouba Ndjidda (PNBN) et leur potentiel à stocker du carbone dans un contexte de paiements pour des services environnementaux. 2. Objectifs spécifiques (OS) OS1 : analyser la dynamique spatio-temporelle d’occupation du sol du PNBN ainsi que les facteurs déterminants des changements. OS2 : déterminer les caractéristiques structurales ainsi que les usages des espèces ligneuses des systèmes agroforestiers. OS3 : évaluer les stocks de carbone des systèmes agroforestiers autour du PNBN. 3. Hypothèse Principale Cette recherche postule que les facteurs démographiques déterminent l’évolution et la structure des SAF qui, en fournissant des services écosystémiques, permettent de réduire la dépendance des populations envers les aires protégées (AP).
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".