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
Over the past 40 years, tourism has developed to become a sector of global economic, social and environmental significance. This paper provides a retrospective overview of the massive expansion and evolving geography of international and domestic tourism over the last 40 years, including the factors that enabled and challenged this growth, in order to contextualize a discussion of what the next 40 years may hold for global tourism. Social, technical, economic, environmental and political dimensions influencing tourism over the past and future 40 years are identified, together with a synthesis of available long-range scenarios of tourism futures to 2050. Comparisons with selected non-tourism scenarios suggest that current assessments of tourism futures are limited in scope, and that the tourism sector may have much to learn from scenario building and forecasting from other economic sectors and analyses of global grand challenges. Reconciling anticipated tourism growth with the sustainability and development imperatives of the next 40 years are discussed.
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 | 0.012 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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