Structural and Psychological Empowerment and Reflective Thinking: Is There a Link?
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
Baccalaureate nursing education prepares students to become registered nurses in evolving health care systems. During their program, students' perceptions of empowerment in the nursing profession begin to form, and they are introduced to the process of reflective thinking. The purpose of this integrative literature review is unique in that three concepts are examined and linked-structural empowerment (as conceptualized by Kanter), psychological empowerment (as described by Spreitzer), and reflective thinking (as characterized by Mezirow)-and a theoretical model for testing is proposed. In examining the conceptual links, it is apparent that all three are required for learning and nursing practice. By preparing students to be empowered, reflective professionals, it is proposed that they will be more effective in their academic and future practice work. The conceptual links and proposed model described in this article provide the foundation for building a body of evidence to support or refute this contention.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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