Applying Antonio Gramsci's philosophy to postcolonial feminist social and political activism in nursing
Bibliographic record
Abstract
Through its social and political activism goals, postcolonial feminist theoretical approaches not only focus on individual issues that affect health but encompass the examination of the complex interplay between neocolonialism, neoliberalism, and globalization, in mediating the health of non-Western immigrants and refugees. Postcolonial feminism holds the promise to influence nursing research and practice in the 21st century where health remains a goal to achieve and a commitment for humanity. This is especially relevant for nurses, who act as global citizens and as voices for the voiceless. The commitment of nursing to social justice must be further strengthened by relying on postcolonial theories to address issues of health inequities that arise from marginalization and racialization. In using postcolonial feminist theories, nurse researchers locate the inquiry process within a Gramscian philosophy of praxis that represents knowledge in action.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.006 | 0.048 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.004 | 0.005 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".