Health Protection, Health Promotion, and Disease Prevention at the Workplace
Bibliographic record
Abstract
Abstract Health promotion seeks to improve the level of health in a population by preventing diseases, controlling hazards, improving fitness and well being and enhancing the capacity or workers to work and to function in society. Health promotion activities are generally divided into education, health protection (protecting the worker from hazards and ensuring prompt intervention if something goes wrong) and prevention of disease. Prevention, in turn, is often divided into primary prevention (the prevention of disease in the first place, for example through clean water or immunization against infectious disease), secondary prevention (the early detection of disease at a stage when it can be treated or limited, through periodic health surveillance) and tertiary prevention (prevention of disability, for example by providing rehabilitation services after an injury). The workplace is an excellent place to promote health, to the benefit of all society. For this reason, the World Health Organization has developed many sophisticated approaches to health promotion based on education, disease prevention and enhancing fitness in the workplace, based on recognition of the determinants of health and interventions based on a model of how they work together known as the health field concept. The Ottawa Charter (1986) is a key document that brought together WHO’s approach and links it with empowerment of the worker, who is encouraged to take responsibility for his or her own health. Health promotion activities take many forms but generally target exercise and activity, diet, cancer prevention, smoking cessation, and management of chronic diseases through wellness programs.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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".