Paranoid investments in nursing: a <i>schizoanalysis</i> of the evidence‐based discourse
Bibliographic record
Abstract
There are those who would argue that, recently, the profession of nursing has made a radical shift, while others believe that a schism has been created among both scholars and clinicians as a result of the emerging dominance of the evidence-based nursing movement. This paper offers a philosophical critique of this movement using Gilles Deleuze and Felix Guattari's concept of schizoanalysis. As a conclusion, the authors posit that nursing professionals maintain a stance of academic freedom of thought and scientific integrity through the acceptance of multiplicity, diversity, and polyvocality, and by challenging with politically charged concepts the totalizing perspectives that often spread through the profession/discipline of nursing.
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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 | 0.025 | 0.031 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.089 |
| Scholarly communication | 0.015 | 0.020 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.006 | 0.016 |
| 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".