Calculation of the balance of economic benefits and losses from the migration of workers abroad
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.
Bibliographic record
Abstract
1. Adepoju, A., Van Noorloos, F., Zoomers, A. Europe's Migration Agreements with Migrant-Sending Countries in the Global South: A Critical Review. Journal of International Migration, 2010. (48) 3, p. 42-75. 2. Kazlauskienė, A., Rinkevicius L. The Role of Social Capital in the Highly-Skilled Migration from Lithuania. Engineering Economics, 4, 2006, p. 69-75. 3. Zwysen, W. Different Patterns of Labor Market Integration by Migration Motivation in Europe: The Role of Host Country Human Capital. International Migration Review, 2018, vol. 53, 1: pp. 59-89. 4. Rosenow, K. The Europeanisation of Integration Policies. Journal of International Migration. (47) 1, 2009, p.133-159. 5. Schaeffer, P. Refugees: On the Economics of Political Migration. Journal of International Migration. (48) 1, 2010, p. 1-22. 6. Kordos, M. Role of innovations in the EU industrial policy and competitiveness enhancement. Proceedings of the 2nd international conference on European integration, 2014. Ostrava: VSB, p. 335-342. 7. Daugeliene, R. The position of knowledge workers in knowledge-based economy: migration aspect. European Integration Studies, 1, 2007, p. 103-112. 8. Dagiliene, L., Leitoniene, S., Grencikova, A. Increasing business transparency by corporate social reporting: development and problems in Lithuania. Engineering economics. (25) 1, 2014, p. 54-61. 9. Haviernikova, K., Srovnalikova, P. The immunity of family business in the conditions of economic crisis. Problems of social and economic development of business. Vol. I. Montreal: Breeze,2014, p. 179-183. 10. Carmona, C.; Fluixa, F. M.; Hernaiz-Agreda, N.; Saurin, A. A. N. Educated for migration? Blind spots around labor market conditions, competence building, and international mobility. European Educational Research Journal, 2018, Vol. 17, 6, pp. 809-824. 11. Divinský, B. Labor market – migration nexus in Slovakia: time to act in a comprehensive way. Bratislava: IOM, 2007. 145 s. 12. Statistický Urad SK. VZPS. Avialable at:https://www.google.com/searchq=VZPS%2C+%C5%A0%C3%9A+SR&oq=VZPS%2C+%C5%A0%C3%9A+SR&aqs=chrome..69i57.3417j0j8&sourceid=chrome&ie=UTF-8 [Accessed 2014.12.18]. 13. Spravodajstvo. Available at: http://voyo.markiza.sk/produkt/ spravodajstvo/15473-prezidentske-volby-16-03-2014 [Accessed 2014.03.16]. 14. Vseobecna zdravotna poisťovňa. Available at: http://www.vszp.sk/platitelia/platenie-poistneho/preddavky-poistne/preddavky-poistne-predchadzajuce-obdobia.html [Accessed 2015.06.18]. 15. Slovensko na ceste k rodovej rovnosti.. SU SAV. Available at: http://www.sociologia.sav.sk/cms/uploaded/1147_attach_equal_rovnost_sk.pdf [Accessed 2014.10.27]. 16. Euroekonom. Avialable at: https://www.euroekonom.sk/ekonomika/ekonomika-sr/ 17. Sberbank Slovenska. Available at: http://www.sberbank.sk/servlet/ sberbank?MT=/Apps/Sberbank/WEB/main.nsf/ [Accessed 2015.04.17]. 18. Socialna poisťovňa.. Available at: http://www.socpoist.sk/tabulka-platenia-poistneho-od-1-januara-2013-wta/56200s [Accessed 2015.06.18]. 19. Worldbank. Available at: http://econ.worldbank.org/wbsite/external/extdec/extdecprospects/ [Accessed2015.06.18].
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it