Nurses, community health workers, and home carers: gendered human resources compensating for skewed health systems
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 review examines the experiences of nurses, community health workers, and home carers in health systems from a gender analysis. With respect to nursing, current discussions around delegation take place over layers of historical struggle that mark the evolution of nursing as a profession. Female community health workers also struggle to be recognized as skilled workers, in addition to defending at a personal level the legitimacy of their work, as it transgresses traditional norms proscribing morality and the place of women in society, at times with violent consequences. The review concludes by exploring the characteristics of, and challenges faced by, home carers, who fail to be recognized as workers at all. A key finding is that these mainly female frontline health workers compensate for the shortcomings of health systems through individual adjustments, at times to the detriment of their own health and livelihoods. So long as these shortcomings remain as private, individual concerns of women, rather than the collective responsibility of gender, requiring public acknowledgement and resolution, health systems will continue to function in a skewed manner, serving to replicate inequalities in the health labour force and in society more broadly.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.017 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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