The Primacy of Climate Change for Sustainable International Tourism
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
ABSTRACT International tourism is portrayed by many agencies and governments as a significant contributor to sustainable development strategies. The economic impacts of international tourism are undoubtedly substantial; however, they need to be framed within a broader understanding of impacts throughout the tourism system. Emissions from tourism and their contribution to climate change therefore set a potentially major challenge for the sustainability of international tourism. Following an examination of the current and forecast growth of emissions from international tourism and the policies and strategies of lead bodies, industry and national governments, tourism is seen as grounded in a pro‐growth paradigm that offers no hope within the foreseeable future of absolute reductions in emissions. Given the potential implications of this finding, it is concluded that a significant reassessment is required of the potential benefits of tourism for sustainable development. Copyright © 2013 John Wiley & Sons, Ltd and ERP Environment
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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