An integrative review of nursing leadership in Saudi Arabia
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
AIMS: The aims of this integrative review were to describe leadership styles from the nursing literature in Saudi Arabia and to identify the current state of evidence about relationships between leadership styles and nurse, patient and organization outcomes in Saudi Arabia. DESIGN: Integrative review was used as a design for this study. METHODS: The following search terms were used with databases: 'Saudi Arabia', 'leadership theory*', 'leadership style*', 'leadership model*', 'management style' and 'nurse*'. Methodological quality was assessed using two different quality rating tools for quantitative and qualitative studies. Databases used for this review included Nursing & Allied Health Database, Cochrane Database of Systematic Reviews, PubMed, CINAHL, Embase, PsycINFO, Scopus, Web of Science and ProQuest Dissertations & Theses. RESULTS: Nine manuscripts representing eight studies were included in this review. The papers reviewed included quantitative (n = 6), qualitative (n = 2) and mixed methods studies (n = 1). Results were grouped into different themes, identified as nursing leadership styles in Saudi Arabia, leadership styles and nurses' outcomes, and demographics and leadership styles.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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