Waterbird Biodiversity and Conservation Threats in Coastal Ecuador and the Galapagos Islands
Bibliographic record
Abstract
Waterbird Biodiversity and Conservation Threats in Coastal Ecuador and the Galapagos Islands 273Gulf is located at 3ºS of Ecuador and it goes 204 km from north to south, and enters a distance of 130 km.This estuary is located on the edge of the Guayas River and the city of Guayaquil.It is part of the Guayas Ecosystem, a large tropical area covering the Gulf of Guayaquil, the Guayas River Basin, the Guayas River Estuary and the city of Guayaquil.This ecosystem is home to 45% of the national human population, and articulates 12 provinces and 88 municipalities.Several watersheds drainage into the Guayas River Basin, including a vast geographical area with a hydrological system of 34 000 km 2 , which captures the effluents coming from the Daule, Vinces and Babahoyo rivers.The Guayas River Estuary begins on at the Puná Island, across the Jambelí and Del Morro channels, and extends as far as the influence of the tide and salinity, which ends about 100 km within the continent at the confluence of the Daule and Babahoyo rivers.The depth of The Guayas River Estuary ranges from 20 to 180 m.
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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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".