MétaCan
Menu
Back to cohort
Record W4387188860 · doi:10.61520/et.161-1622004.1192

The Canadian tourism satellite account

2023· article· es· W4387188860 on OpenAlex
Scott Meis, John Joisce, J. Lapierre

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEstudios Turísticos · 2023
Typearticle
Languagees
FieldEnvironmental Science
TopicFinance, Taxation, and Governance
Canadian institutionsIndustry, Tourism and InvestmentStatistics Canada
Fundersnot available
KeywordsHumanitiesPolitical scienceCartographyGeographyArt

Abstract

fetched live from OpenAlex

La medición del impacto económico del turismo es de vital importancia tanto para los poderes públicos como para el propio sector turístico. En Canadá la creación de una Cuenta Satélite de Turismo (en pocas palabras, un instrumento que utiliza principios contables ya aplicados a los ingresos nacionales para la medición de la relevancia económica de la actividad turística a fin de poder compararla de forma creíble, como "industria", con otros sectores económicos de Canadá) es un primer paso importante para mejorar las técnicas de medición. Esta presentación es un resumen del enfoque adoptado, los conceptos básicos utilizados, los retos metodológicos, los resultados obtenidos y su empleo.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.288
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.015

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 head0.009
GPT teacher head0.220
Teacher spread0.211 · 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