A review of wildlife used by the Mayan communities in areas close to the nature reserves in the Yucatán Peninsula region, Mexico
Bibliographic record
Abstract
The Mayan communities in the Yucatán Peninsula (YP) of Mexico have comprehensive knowledge regarding the uses of the local flora and fauna. The objectives of this study have been to integrate the knowledge of fauna uses (FU) to understand the sites studied and determine the diversity of uses, conservation categories and areas of greatest use of fauna in the YP, Mexico. An exhaustive search of references was conducted using the snowball method, applying keywords individually or in specific combinations. To know the areas of greatest influence of FU, 20 and 30 km spatial buffers were made using ArcGIS. A total of 22 FU studies covering 77 sites were analyzed; recording a total of 216 species for 12 main FUs. The main use associated with the consumption of wildlife among the Mayan communities has been as sources of food (157 species), since it provides the primary source of animal protein in their traditional diet.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.006 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".