Integrated Coastal Management Program in the coastal village of Playa Florida and surrounding areas, Camagüey, Cuba
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
Florida Beach is a coastal village located on the southwest of the province of Camaguey, Cuba. The main environmental problems of this area are the death of mangroves due to the construction of a road to provide access to the community, and the retreat of the coastal line due to the effect of wall causing by the buildings next to it. The proposed Integrated Coastal Management Program that would solve or mitigate environmental problems was developed in an integrated manner. The general objective of the program is: Harmonizing uses of the wetland associated with the coastal community of Playa Florida and surrounding areas, which is part of the National Strategy for Sustainable Conservation and Use of Biodiversity, as a means of achieving an environmentally sustainable development of the community. We focused on: (1) Reduce conflicts of interest between the main economic activities in the area (fisheries and recreation) and the conservation and sustainable use of natural resources; (2) Improve the environmental conditions of the area with the gradual solution of environmental problems; (3) Improve the quality of life of the community with the diversification of the uses of the wetland; and (4) Strengthen the financial sustainability of the actions of the Integrated Coastal Management .
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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