From Anxiety to Enthusiasm: Facilitating Graduate Nursing Students' Knowledge Development in Science and Theory
Bibliographic record
Abstract
Knowledge development of theory can be challenging for graduate nursing students when they experience deficits related to theoretical foundations, evaluation, or application. This article recounts the experiences of the students and course facilitator with a graduate-level nursing science and theory course, which required critical analysis of a concept, theory critique, and poster presentation. The idea for this article was generated when the students realized the profound importance of nursing theories and their applicability to practice and research. Students' anxiety gave way to enthusiasm with the implementation of teaching and learning strategies based on adult learning theory. Knowles' four characteristics of adult learners are discussed in relation to the experiences of the students and course facilitator. These characteristics include learners' wish to be self-directed, need to bring life experiences to their learning, recognition of their social and occupational role competencies, and need to take a more immediate, problem-solving approach to their learning.
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How this classification was reachedexpand
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 | 0.010 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".