Bibliographic record
Abstract
Femininity and whiteness dominate Western nursing, silencing ontologies and epistemologies that do not align with these dominant norms while perpetuating systemic racism and discrimination in nursing practice, education, research, nursing activism, and sociopolitical structures. We propose Black feminist thought as a praxis to decenter, deconstruct, and unseat these ideologies and systems of power. Drawing from the work of past and present Black feminist scholars, we examine the ontological and epistemological perspectives of Black feminist thought. These include (i) the uniqueness and particular experiences of people, (ii) the acceptance of ontological and epistemological pluralism of truths and ways of knowing, and (iii) the mandate for equity in the health, social, political, and environmental structures of society. By focusing our attention on lived experiences and voices of those systematically excluded in nursing practice, education, research, and society, Black feminist thought offers an anticolonial, antiracist, and antidiscriminatory foundation for more effectively upholding nursing's disciplinary mandate for social justice and equity.
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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 | 0.018 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.016 | 0.069 |
| Scholarly communication | 0.009 | 0.010 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".