Obstetric Nurses’ Self-Efficacy, Demographic Characteristics, and Family-Focused Care during Simulated Events
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
Introduction/Background: A study involving 48 obstetric nurses explored the relationship between self-efficacy scores and demographic variables, and family-focused care during obstetrical emergencies. Methods: Obstetric Nursing Self-Efficacy Scale scores and demographic data were collected, and the Van Gelderen Family Care Rubric (VGFCR) was administered following simulation of obstetrical emergencies. Results: Two variables were found to influence the VGFCR scores. Nursing specialty certification and previous education in family-focused care. Conclusion: Improvements in the delivery of family-focused care can be achieved with simulation education and nursing specialty certification achievement.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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