Land-use changes by Old Colonies Mennonites in Mexico with Sentinel 2 and Trends Earth
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 purpose of this article is to demonstrate land-use changes from forest to agriculture in Ejido Salamanca in the southern state of Quintana Roo in Mexico. This transformation from forest to agriculture was caused by Mennonites -an ethnic group originally from Chortitza today southern Ukraine-, that arrived in Mexico in 1922 from Canada. This land-use demonstration is based on satellite images Sentinel 2 of the Copernicus Program and a plugin called Trends Earth. As a result, we have shown a land-use change from forest to crops could have a stable result and organic carbon soil loss. Even though, these negative changes, have gained great productivity results (ha/ton production) in corn, soy, red bean, and sorghum and contribute to agriculture productivity in Quintana Roo and the zero-hunger goal.
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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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