Prevention of occupational stress in health-care workers during COVID-19 pandemic
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
In a humanitarian crisis, healthcare workers are on the frontline in providing their services. Despite being crisis management personnel, healthcare workers may get exposed to occupational stress due to unprecedented circumstances, challenges in delivery of high-quality care, lack of resources, and most importantly for being at high risk to suffer from the impact of the situation itself. Therefore, it is imperative to maintain the mental health of healthcare workers on a regular basis and more so during a pandemic like COVID-19. For addressing the occupational stress in healthcare workers, a Cognitive Behaviour Therapy (CBT) based intervention is suggested, also supported by a Cochrane review, which can build/ improve/ enhance resilience, needed to shield individuals against the development of psychopathology, at the public health level in humanitarian crises. In addition to developing resilience, which will be helpful in combating anxiety, depression, somatization, and incapacitation, CBT will also help in dealing with the social isolation which has been part and parcel of COVID-19 and similar pandemic situations.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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