Job Characteristics, Emotional Exhaustion, and Work–Family Conflict in Nurses
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: ObservationalConsensus signal: Observational
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.037
- Threshold uncertainty score
- 0.386
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.290 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
The purpose of this study is to identify whether emotional exhaustion, a component of burnout, mediates the relationship between job demands, job resources, and work-family conflict (WFC). A cross-sectional design was used with survey data. A total of 1,202 nurses in eastern Canada participated in this study. Data were collected via an online survey and analyzed using mediation analysis. The results indicated that job demands and emotional exhaustion predicted WFC. Moreover, emotional exhaustion partially mediated the relationship between job demands, supervisor support, and WFC. This model also showed that younger nurses had increased WFC. Our study indicates that there are several direct and indirect pathways leading to WFC. Moreover, workplace resources can reduce emotional exhaustion, which, in turn, may help maintain work-family balance in nurses. These findings contribute to the existing knowledge on the precursors and consequences of burnout symptoms.
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.
The record
- Venue
- Western Journal of Nursing Research
- Topic
- Work-Family Balance Challenges
- Field
- Social Sciences
- Canadian institutions
- Université de Moncton
- Funders
- Université de Moncton
- Keywords
- Emotional exhaustionWork–family conflictBurnoutEmotional laborPsychologyMediationClinical psychologySocial psychologyWork (physics)
- Has abstract in OpenAlex
- yes