The Effectiveness of Virtual Work to Keep Achieving Optimal Performance Amid the Covid-19 Virus Outbreak
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
Currently around the world affected by the covid-19 virus or known as the corona. Virtual work is now important to do besides the outbreak of this virus case. This is a challenge for the company and employees in facing the coronavirus epidemic. The purpose of this study is to find out and explain the effectiveness of virtual working to achieve optimal employee performance amid the covid-19 pandemic. This research is a systematic review (Systematic Review) using the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-analysis) method which is carried out systematically by following the correct stages or research protocols. Next, we present the results of our analysis in the form of recommendations in the implementation of virtual work activities. we recommend six approaches to support virtual work, namely the first is managerial support, the second is infrastructure, the third is a new policy and new rules, the fourth is scheduling, the fifth is trust, communication, and feedback, the sixth is technology applications, the last is knowledge sharing.
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.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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