Equal employment opportunity: acculturation experience of immigrant medical professionals in New Zealand in the period 1995 to 2000
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
In 1996, there were about six hundred and fifty overseas‐trained medical doctors who had immigrated to New Zealand but were unable to practice their profession even though the New Zealand Qualifications Authority (NZQA) had assessed their medical qualifications as equivalent to similar qualifications in New Zea land. These immigrants were subjected to structural discriminator practices of the medical Council of New Zealand (MCNZ) by which qualified medical doctors from non BASIC (Britain, Australia, South Africa, Ireland and Canada) countries were not allowed to register as medical practitioners in New Zealand. The privilege conferred on the MCNZ by the 1968 Medical Practitioners Act allows it to be selective in re cognising medical qualifications. As a consequence of this discriminatory practice many of the foreign trained doctors were unemployed while others worked as process workers, taxi drivers, petrol pump dispensers and pizza deliverymen in the period covered in this article (Selvarajah, 1997). This article provides a case history between 1995 and 2000 on the concerns and conditions of a group of foreign‐trained medical professionals (doctors and specialists) whose application to settle in New Zealand was processed by the New Zealand government prior to June 1995.
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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 | 0.002 | 0.001 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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