The nursing shortage crisis: a familiar problem dressed in new clothes: Part I
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
This is the first part of a two‐part paper examining the problem of nursing shortages in the health profession in Canada. It draws on the problem from a historical and sociological perspective, with personal interviews, and historical data, to demonstrate the author’s theory that nursing shortages are nothing new. They are systemic in nature resulting from fundamental problems in the profession itself. Traditional solutions such as bringing in cheaper labour have exacerbated the problems, serving to perpetuate the commonly held view of nursing as an extension of women’s work in the home. Poor working conditions, ongoing power struggles with administrators and the medical establishment, and a handmaiden image have all served to create an ongoing cultural environment of powerlessness which the nursing profession has been unable to transcend, and serves as a deterrent to successful professional leadership and ongoing recruitment.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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