MétaCan
Menu
Back to cohort
Record W1952399417

A new paradigm of international migration between the European Union and Australia: patterns and implications

2003· article· en· W1952399417 on OpenAlexaboutno aff
Graeme Hugo

Bibliographic record

VenueANU Open Research (Australian National University) · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Ethnicity, and Economy
Canadian institutionsnot available
Fundersnot available
KeywordsEuropean unionPolitical scienceGeographyEconomic geographyInternational tradeRegional scienceEconomics
DOInot available

Abstract

fetched live from OpenAlex

International migration between the European Union (EU) and Australia has a long history. However, the pattern of this migrational flow has undergone some profound changes in the last decade. This paper provides an Australian-end perspective on these changes using the 2001 Census of Population and Housing, arrival/departure information and survey results to establish the nature and scale of these changes. Australia is recognised, along with Canada, the United States and New Zealand, as a ‘traditional country of immigration’ and the EU has been one of the largest single suppliers of settlers to Australia with 12 percent of Australians at the 2001 Census being born in the EU and a similar number being Australian-born with a EU-born parent. However, with the massive global shifts occurring in international migration, the migration relationship has become much more complex. On the one hand, Australia has entered a new paradigm of international migration in which non-permanent settlement movements have assumed central significance. The EU has been a major source of such people moving to Australia. There has long been a substantial counter flow of people moving from Australia to the EU among which former settlers have dominated. In recent years the numbers of Australian born moving on a permanent or long-term basis to the EU has increased substantially. It is argued that the bulk of research knowledge in Australia is based on the settlement paradigm which is now only a minor part of migration between Australia and Europe. There is a need to reorient research activity in Australia to encompass the new forms of movement. In addition to identifying the scale of the new forms of international migration influencing movements between the EU and Australia, trends in that movement and the composition of flows are explored. This paper traces a number of the policy implications which arise.

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.

How this classification was reachedexpand

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.471
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.186
GPT teacher head0.399
Teacher spread0.212 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations6
Published2003
Admission routes1
Has abstractyes

Explore more

Same venueANU Open Research (Australian National University)Same topicMigration, Ethnicity, and EconomyFrench-language works237,207