Anthropized Agrarian Landscape in the Central-west of Tunisia: Attempts to Evaluate the Production’s Systems of Apples-trees Orchards in the Delegation of Sbiba
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
The delegation of Sbiba is characterized by a specific agricultural stamp; it is the “true oasis” of the Central-west of Tunisia. This study consists in characterizing the agrarian landscape as “a product” of the agricultural systems. On the basis of the apple orchards example, we try to create a reflection on the articulations between material and ideational dimensions of the landscape production through transdisciplinary analysis; spatial and agricultural analysis. The results showed that the systems of production of apple orchards at Sbiba are characterized especially by the micro properties, 65% of orchards superficies are lower than 5 ha, even so, apple's productions remain fairly important (10 t/ha). The perception of the agrarian landscape with the use of the Quotation method shows that this zone is a rural region characterized by its agricultural aspect and an abundance of apple orchards.
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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 | 0.013 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it