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Record W746003975

International Migration and Occupational Integration of Skilled Health Professionals

2014· dissertation· en· W746003975 on OpenAlex
Yaw Owusu

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueMacSphere (McMaster University) · 2014
Typedissertation
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsnot available
Fundersnot available
KeywordsOccupational therapyBusinessOccupational scienceLabour economicsPsychologyPolitical sciencePublic relationsMedicineEconomicsPhysical therapy
DOInot available

Abstract

fetched live from OpenAlex

This thesis comprises three chapters (two are empirical) that focus on the international migration and occupational integration of foreign-trained health professionals and their labour market outcomes in host nations. Chapters 1, 2 and 3 are presented sequentially. In chapter 1, the objective is to survey and discuss the relatively small economic literature on the frontier interdisciplinary policy issue of international migration of health professionals taking both developed and developing country perspectives. Health workforce shortages in developed countries are perceived to be central drivers of health professionals’ international migration, one ramification being negative impacts on developing nations’ healthcare delivery. After a descriptive international overview, selected economic issues are discussed for developed and developing countries. Health labour markets’ unique characteristics imply great complexity in developed economies involving government intervention, licensure, regulation, and (quasi-)union activity. These features affect migrants’ decisions, economic integration, and impacts on the receiving nations’ health workforce and society. Developing countries sometimes educate citizens in expectation of emigration, while others pursue international treaties in attempts to manage migrant flows. Chapter 2 empirically investigates whether the possession of foreign credentials affects the integration of health professionals in the labour market. It examines eight selected regulated health occupations. We perform statistical multivariate analyses using the 2006 Canadian Census to investigate the effects of location of birth and highest education on the likelihood of employment as a healthcare professional and on labour market outcomes. The results show that immigrant, foreign-trained degree holders are less likely to work as licensed healthcare professionals after controlling for foreign experience, socio-demographic factors, and family compositions. A similar pattern emerges for labour market outcomes among those holding licensed health credentials; however, in some occupations we find mixed results. The results show earnings deficits associated with immigrants holding foreign credentials, not foreign birth exclusively (in some occupations), controlling for labour market activities, demographic and human capital factors. Finally, in chapter 3 we find that foreign-trained dentists practicing in Canada earn approximately 30% less than their locally (Canada/US) trained counterparts. What explains such an earnings gap and what does it tell us about the content of services dentists provide? To address the issue, we apply a two-fold Oaxaca-Blinder decomposition to disentangle composition and market factors. We find that individual characteristics (such as gender, potential Canadian experience, visible minority status, geographic location and language) explain 61% of the gap, but 39% can be attributed to differences in rates of return for individual characteristics and unobservable characteristics. Possible causes of such differences in rates of return include differences in quality of training, dentists’ productivities, language skills, and duration of stay in Canada for foreign-trained persons. The foreign-trained dentists have positive rates of return for characteristics, but suffer training location effects (or penalties) for being trained abroad. Moreover, significant negative effects are associated with being a foreign-born, foreign-trained dentist in comparison to being a foreign-born Canada/US-trained dentist. We conclude that the location of a dentist’s highest training is the major factor influencing his/her labour market outcome, not immigration status exclusively.

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)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.839
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0470.000

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 head0.028
GPT teacher head0.370
Teacher spread0.341 · 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