Vulnerability and Sea Level Rise in the Coastal Tourism City of Playa del Carmen, Quintana Roo, Mexico
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 coastal tourism city of Playa del Carmen is located in the heart of the Mexican Caribbean’s Riviera Maya. This attractive sun and beach destination has the largest number of hotel rooms in the country (i.e. 10,000 more than Cancún), which has made it Mexico’s main magnet for tourists from the United States (US), Canada and Europe. Playa del Carmen is the second biggest city in the state of Quintana Roo and the fastest-growing metropolis in Mexico and Latin America. Rapid urbanisation and tourism development have altered the city’s natural ecosystems, among them mangroves and wetlands. These changes have disturbed the sedimentary dynamics of the coastal dunes and put more pressure on the barrier reef system. The area’s vulnerability was analysed based on flood scenarios of a 1 metre (m), 2 m and 3 m sea level rise to estimate the total property damage in US dollars.
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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it