Adjusting to epidemic-induced telework: empirical insights from teleworkers in France
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: QualitativeConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.562
- Threshold uncertainty score
- 0.558
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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
- 0.244 · 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 covid-19 pandemic crisis presents unprecedented challenges and has profound implications for the way people live and work. Information and communication technologies have been playing a crucial role in ensuring business continuity as lockdown measures have suddenly forced employees from across the globe to telework, often leaving them unprepared and ill-equipped. This paper develops an epidemic-induced telework adjustment model derived from the theory of Work Adjustment and the Interactional Model of Individual Adjustment. It is tested on a sample of 1574 teleworkers in France. The results demonstrate the superiority of the influence of crisis-specific variables that are professional isolation, telework environment, work increase and stress. Implications for research are discussed while concrete and actionable recommendations for organisations are provided.
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
- European Journal of Information Systems
- Topic
- Work-Family Balance Challenges
- Field
- Social Sciences
- Canadian institutions
- Université LavalUniversité de Montréal
- Funders
- not available
- Keywords
- GlobeWork (physics)Coronavirus disease 2019 (COVID-19)Isolation (microbiology)PandemicSample (material)Information technologySoft systems methodologyEmpirical evidenceBusinessPublic relationsInformation systemPsychologyEngineeringManagement information systemsPolitical science
- Has abstract in OpenAlex
- yes