COVID-19 and Leisure: Directions for Policy Makers
Bibliographic record
Abstract
Epictetus, the Greek Stoic Philosopher, once said “Happiness and freedom begin with a clear understanding of one’s principle. Some things are within your control; and some things are not”. In adopting Epictetus quote for the current COVID-19 world, it has become more important than ever to realize that freedom and happiness can be intrinsic states that come from within the individual. Leisure, also an intrinsic state, is linked with freedom and happiness, and when leisure, freedom and happiness are experienced, a healthy lifestyle can be under your control and achieved. The current paper presents the importance of experiencing leisure, freedom and happiness for physical and mental health during the COVID-19 pandemic era. COVID-19 is not only political, social and economic challenge, but also a citizen’s well-being challenge. For this reason, three directions for policy making from the current and post COVID-19 era are presented: 1) the promotion of a healthy lifestyle, 2) individual and community activation and 3) empowering people.
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.
How this classification was reachedexpand
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 | 0.002 |
| 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".