MétaCan
Menu
Back to cohort
Record W2280137029

La mobilità intellettuale cinese: un´analisi delle destinazioni e della composizione del capitale umano qualificato

2010· article· it· W2280137029 on OpenAlexaboutno aff
Antonietta Pagano

Bibliographic record

VenueRIVISTA GEOGRAFICA ITALIANA · 2010
Typearticle
Languageit
FieldSocial Sciences
TopicMigration, Ethnicity, and Economy
Canadian institutionsnot available
Fundersnot available
KeywordsChinaDestinationsHuman capitalPhenomenonPolitical scienceBrain drainGeographyEconomic geographyEconomyEconomic growthEconomicsTourism
DOInot available

Abstract

fetched live from OpenAlex

EnglishThe intellectual mobility of Chinese: an analysis of destinations and compositions of the skilled human capital. - The migration of people across national borders is an historical phenomenon, however, the increase in the numbers of international migrants over the years has made this issue one of the most relevant on the international scene. In particular, the international mobility of the highly skilled, also known as drain, has taken on greater urgency. Indeed, brain drain robs mother countries of their brightest human capital, that prefers to go abroad to study. For many years, especially since 1978, China has been no exception to this phenomenon. Since China's economic opening and reform in 1978, the country has improved and deepened its cultural and educational exchanges and cooperation with other countries, which has increased the scale of Chinese students abroad. Indeed, it has been calculated that more than 930.000 students have chosen to study abroad between 1978 and 2005. Currently, the outflow of highly skilled Chinese students is mainly oriented towards USA, Europe, Japan, Canada and Australia. In these countries, Chinese students represent the highest percentage among the international students community. This paper sheds light on the development of the Chinese brain drain phenomenon. It examines the Chinese overseas students population, analysing destinations, compositions, and trends of the flow. The paper also provides a comparison of data and features of the Chinese studenls in USA, Canada, Japan, Australia and European countries. francaisLa mobilite du capital intellectuel chinois: analyse de sa composition et des destinations choisies par les migrants hautement qualifies. - Quoique le mouvement transfrontalier des populations soit un phenomene de longue duree, l'augmentation exponentielle du nombre des migrants internationaux avec le temps en a fait un des problemes le plus critiques sur la scene internationale. Notamment la mobilite internationale des travailleurs hautement qua1ifies, ou fuite des ceneaux, pose des questions graves pour le pays de provenance, qui se voit prive de son capital humain le plus precieux. Depuis des annees, notamment a parlir de 1978, la Chine ne fait pas exception a cette regle. Des la reforme economique el l'ouverture e l'exterieur en 1978, la Chine a intensifie la cooperation avec les autres pays et le nombre d'echanges culturels, de facon que. entre 1978 et 2005, les etudiants qui ont choisi d'etudier a l'etranger ont ete 930.000 ou meme plus. A present, le flux d'etudiants hautement competents a ete dirige notamment vers les Etats-Unis, l'Europe, le Japon, le Canada et l'Australie. De plus, dans ces pays, les etudiants chinois ont constitue la partie la plus performante de la communaute internationale. Ce memoire illustre le developpement du phenomene de la fuite des cerveaux chinois. Il examine la population des etudiants chinois a l'etranger tout an analysant sa composition et les tendances. Il offre aussi une comparaison entre les principaux traits du phenomene dans les principaux pays de destination, c'est-a-dire Etats-Unis, Canada, Japon, Australie et Pays europeens.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.508
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0020.003
Scholarly communication0.0010.001
Open science0.0020.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0090.003

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 head0.279
Teacher spread0.262 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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

Citations2
Published2010
Admission routes1
Has abstractyes

Explore more

Same venueRIVISTA GEOGRAFICA ITALIANASame topicMigration, Ethnicity, and EconomyFrench-language works237,207