The Role of Nursing in Seasonal Crowd Management
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
Every year the Ministry of Health in Saudi Arabia announces the opening of applications to those who wish to work on Hajj. A certain number of applicants are nominated, yet many nurses continue to apply to participate during Hajj ever year. Although nurses are under great work pressure during Hajj, many nurses still apply for the approval to participate in Hajj. But as a life savior, communicator, therapist and first responder in case of mass gathering and disaster, the role of nurses is inevitable. The aim of this study is to identify the motivations of nurses to work during Hajj. Furthermore, to explore the motivations that lead nurses to participate in the Hajj season and to explore the challenges faced during the Hajj season. The study used a descriptive qualitative study design. The data were analyzed using SPSS Ver. 22.0.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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