Why Does the US Overly Rely on International Medical Graduates in Its Geriatric Psychiatric Workforce?
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
International medical graduates (IMGs) tend to choose careers in geriatric psychiatry likely because high-quality training and robust mentorship opportunities from other IMGs are available. Geriatric psychiatry offers stable career prospects and opportunities to express humanitarian impulses by working closely with elders. IMGs currently constitute almost a quarter of the psychiatry workforce and approximately 53% of the geriatric psychiatry work force in the United States. However, the number of IMGs entering psychiatry residencies-and, subsequently, geriatric psychiatry fellowships-has recently declined. Overreliance on IMGs in the US geriatric psychiatric workforce means these shortages will further burden an already-limited geriatric mental health care workforce and further compromise US health system capacity to meet its elders' needs.
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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 | 0.008 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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