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Barómetro OMT del Turismo Mundial y anexo estadístico, noviembre 2022

2022· article· en· W4310035883 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueBarómetro OMT del Turismo Mundial · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Issues and Policies in Latin America
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)TourismDestinationsGeographyDemographySociology

Abstract

fetched live from OpenAlex

La traducción sólo cubre el anexo estadístico. Los otros capítulos se publican en el idioma original (inglés). International tourism on track to reach 65% of pre-pandemic levels by the end of 2022 International tourism showed robust performance in January-September 2022, with arrivals reaching 63% of pre-pandemic levels in the first nine months of 2022. An estimated 700 million tourists travelled internationally between January and September, more than double (+133%) the number recorded in the same period of 2021. Results were boosted by strong pent-up demand, improved confidence levels and the lifting of restrictions in an increasing number of destinations. Monthly arrivals climbed from -64% in January 2022 (versus 2019) to -27% in September, confirming the rapid and sustained recovery of international travel throughout the year. Tourism performance was particularly strong in the third quarter of 2022 (-26% over 2019) when an estimated 340 million international arrivals were recorded around the world, almost 50% of the nine-month total. Europe (+126%) continued to lead the rebound of international tourism through September, reaching 81% of pre-pandemic levels. The Middle East saw international arrivals more than triple (+225%) year-on-year in January-September 2022, climbing to 77% of 2019 levels. Africa (+166%) and the Americas (+106%) reached 63% and 66% of 2019 levels respectively. In Asia and the Pacific (+230%) arrivals more than tripled in the first nine months of 2022, reflecting the opening of many destinations, though remained 83% below 2019 levels. The recovery can also be seen in outbound tourism spending from major source markets, with strong results from France and Germany, where expenditure reached -8% and -12% respectively through September, compared to 2019. International arrivals could reach 65% of pre-pandemic levels in 2022, in line with UNWTO’s initial scenarios. Despite growing challenges pointing to a softening of the recovery pace in the coming months, export revenues from tourism could reach USD 1.2 to 1.3 trillion in 2022, a 60-70% increase over 2021, or 70-80% of the USD 1.8 trillion recorded in 2019.

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 imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.426
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.003
Science and technology studies0.0060.002
Scholarly communication0.0010.001
Open science0.0030.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0140.000

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.

Opus teacher head0.017
GPT teacher head0.313
Teacher spread0.296 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it