Work-Life Conflict During the COVID-19 Pandemic
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
- Metaresearch, Science and technology studies, Insufficient payload (model declined to judge)
- Consensus categories
- Science and technology studies
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: ObservationalConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.554
- Threshold uncertainty score
- 0.999
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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
- 0.175 · 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 coronavirus disease 2019 pandemic upended work, family, and social life. These massive changes may have created shifts in exposure to work-life conflict. Using a national survey that followed Canadian workers from September 2019 into April and June 2020, the authors find that work-life conflict decreased among those with no children at home. In contrast, for those with children at home, the patterns depended on age of youngest child. Among individuals with children younger than 6 or between 6 and 12, no decreases in work-life conflict were observed. In contrast, those with teenagers did not differ from the child-free. Although these patterns did not significantly differ by gender, they were amplified among individuals with high work-home integration. These findings suggest an overall pattern of reduced work-life conflict during the pandemic—but also that these shifts were circumscribed by age of youngest child at home and the degree of work-home integration.
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
- Socius Sociological Research for a Dynamic World
- Topic
- Work-Family Balance Challenges
- Field
- Social Sciences
- Canadian institutions
- University of CalgaryUniversity of Toronto
- Funders
- University of Toronto
- Keywords
- PandemicCoronavirus disease 2019 (COVID-19)Work (physics)Psychology2019-20 coronavirus outbreakContrast (vision)Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)DemographyDevelopmental psychologyGerontologyMedicineDiseaseSociologyInfectious disease (medical specialty)Virology
- Has abstract in OpenAlex
- yes