MétaCan
Menu
Back to cohort
Record W1539895716

Die Zuwanderung unter Arbeitsmarktgesichtspunkten in Australien, Kanada, USA, Schweiz (Immigration in Australia, Canada, the United States and Switzerland considering job market aspects)

2005· article· de· W1539895716 on OpenAlexaboutno aff
Heinz Werner

Bibliographic record

VenueMitteilungen aus der Arbeitsmarkt- und Berufsforschung · 2005
Typearticle
Languagede
FieldSocial Sciences
TopicMigration and Labor Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationResidenceFamily reunificationImmigration policyImmigration lawDemographic economicsPolitical sciencePoliticsCountry of originEconomyGeographyEconomicsLaw
DOInot available

Abstract

fetched live from OpenAlex

"The immigration of workers will remain a topic in future. That is why it makes sense to take a look at the immigration regulations of countries with high immigration figures. Switzerland was selected in addition to the classical immigration countries of Australia, Canada and the USA. The proportions of foreign workers in these countries range from 12 per cent (USA) to 25 per cent (Australia). Germany in comparison: 9 per cent. In all four countries labour-market-related immigration plays an important role, with a certain exception for the United States, where family reunification is the biggest category. Temporary and permanent residence co-exist in all of the countries, with possible transitions in each case. The three traditional immigration countries permit permanent immigration from the very beginning. Switzerland - similarly to Germany - at first allows only a temporary immigration and the residence status becomes more established over time. The setting of quotas remains primarily a political decision embedded in a consultation process. There is no labour market model on the basis of which the exact number of immigrants and their structure can be laid down. While Switzerland and the United States have not introduced a points system as a control mechanism, Canada and Australia admit permanent immigrants into their country only after they have achieved a minimum number of points. When weighting, great value is attached to considerations related to the labour market and integration such as skills and language knowledge. In the comparison it also becomes obvious that the countries of origin have become more and more diversified - e.g. in Canada the biggest groups of immigrants come from China and India. Furthermore, it has to be noted that when discussing immigration not only immigration but also out-migration has to be taken into account. The latter can reach considerable orders of magnitude. If the necessity of immigration is approved, then immigration policy ultimately has to answer four questions: Who should come? How many? Where from? For how long? Here the experiences of migration research should not be ignored: (1) It is impossible to set a magic number for immigration. (2) Immigration policy has to be clearly regulated on the one hand, and be able to react flexibly on the other hand. (3) When making long-term decisions, the approval of the population is necessary. (4) For a foreign worker initially admitted temporarily, there will be ways and means for him/her to stay longer or permanently (there is nothing more permanent than temporary foreign workers)." (Author's abstract, IAB-Doku) ((en))

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.542
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.016
GPT teacher head0.275
Teacher spread0.259 · 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.

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

Citations1
Published2005
Admission routes1
Has abstractyes

Explore more

Same venueMitteilungen aus der Arbeitsmarkt- und BerufsforschungSame topicMigration and Labor DynamicsFrench-language works237,207