Using<i>phronesis</i>instead of ‘research‐based practice’ as the guiding light for nursing practice
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
Abstract Phronesis , a popular Aristotelian concept that emphasizes deliberation and moral action, should replace the phrase ‘research‐based practice’ as the guiding light for nursing practice. Knowledge from research is still essential, of course, but is insufficient by itself for practice. In this paper, the author describes assumptions behind the apparent superiority of research‐based knowledge, and offers a critique of this position. One critique is that by automatically accepting the superiority of research‐based knowledge other types of knowledge (e.g. intuitive, ethical, personal) are devalued. A second critique is that undeliberated, indiscriminate use of research findings may lead to inappropriate nursing practice. Phronesis is then described, and its application to nursing. For example, phronesis requires that the context of the situation be considered very carefully before acting. Aristotle stated that the goal of personal phronesis is to reach eudaimonia , or genuine happiness or ‘human flourishing’. Infusing nursing practice with phronesis means that an anthropomorphized discipline's eudaimonia would be the eudaimonia of patients. That is, nursing practice would be guided by a desire for patients' genuine happiness or human flourishing. The final section of the paper offers rebuttals to potential criticisms.
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 | 0.027 | 0.130 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.005 |
| 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