The influence of liberal political ideology on nursing science
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
Previous notions of science as impartial and value-neutral have been refuted by contemporary views of science as influenced by social, political and ideological values. By locating nursing science in the dominant political ideology of liberalism, the author examines how nursing knowledge is influenced by liberal philosophical assumptions. The central tenets of liberal political philosophy - individualism, egalitarianism, freedom, tolerance, neutrality, and a free-market economy - are primarily manifested in relation to: (i) the individualistic focus of our science; (ii) our view of society as essentially egalitarian and equitable; (iii) our preference for politically neutral knowledge development, and (iv) an economy of knowledge development that supports rather than challenges the status quo. I argue that exposing, rather than ignoring, the liberal ideological values inherent in nursing science will render these assumptions open to debate, stimulate ongoing development of critically oriented knowledge, and increase our capacity to influence the social, political and economic determinants of health.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.011 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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