Status of seawater intrusion in Mexico: A review
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
This review examines seawater intrusion in Mexico's coastal aquifers. The review synthesizes current knowledge on seawater intrusion in Mexican coastal aquifers, documented since the 1980s. The study shows case studies including the extent of seawater intrusion, driving forces, and mitigation strategies. It reviews the commonly used approaches of seawater intrusion assessment in Mexico. The study discusses how climate change and sea level rise impact coastal groundwater resources. Seawater intrusion has been documented in Mexican coastal states since the 1970s. Researchers focused on the Baja California Peninsula, Sonora, and the Yucatán Peninsula. Groundwater analysis reveals diverse intrusion patterns, with below-sea-level water tables extending up to 60 km inland and depths reaching −100 m in Sonora, while the Yucatán Peninsula maintains water tables above sea level. Each region presents distinct research priorities: Baja California faces severe water scarcity due to its arid climate, prompting strategies for water allocation and conservation; Baja California Sur emphasizes climate change impacts on water systems; Sonora's diverse geology necessitates advanced hydrogeological analysis to understand groundwater flow; and Quintana Roo faces heightened vulnerability to sea-level rise, particularly in tourist and ecological zones. This synthesis of seawater intrusion highlights the role of climate change, which directly links to human-induced pressures. The findings offer insights into coastal regions worldwide grappling with similar challenges from climate change and increasing water demand. • Coastal groundwater availability in Mexico is assessed, highlighting critical deficits. • Historical trends and current seawater intrusion in Mexican coastal regions are reviewed. • Management strategies to control seawater intrusion in Mexican coastal aquifers are summarized. • Climate change impacts on seawater intrusion in Mexican coastal aquifers are highlighted.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 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 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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