Burnout syndrome and risk factors for the development of cardiovascular pathology in coal industry workers suffering from occupational diseases
Bibliographic record
Abstract
Introduction. Emotional burnout is a condition common among workers in “helping” occupations. The syndrome of emotional burnout among workers of the main occupations of the coal industry has not been studied enough, especially in terms of its relationship with such indicators of mental health as personal, situational anxiety and alexithymia. The relationship between emotional burnout syndrome and risk factors for the development of cardiovascular diseases has not been sufficiently studied. The purpose of the study to investigate the relationship of emotional burnout syndrome with the level of personal, situational anxiety and alexithymia, and the frequency of risk factors for the development of cardiovascular diseases, such as smoking, overweight, arterial hypertension and low physical activity in coal industry workers with occupational diseases. Materials and methods. Two hundred seventy-two coal miners with occupational diseases (dust lung pathology, diseases of the musculoskeletal system, vibration disease) were examined using questionnaires by V.V. Boyko, Spielberger-Khanin, and Toronto Alexithymia Scale. According to the survey, the frequency of smoking and low physical activity was determined, the frequency of arterial hypertension and overweight was identified by the results of a clinical examination. Results. The prevalence of emotional burnout syndrome was 27.9%. A higher frequency of personal anxiety (61.1%), situational anxiety (57.1%) and alexithymia (94.7%) was revealed in emotional burnout syndrome. The frequency of smoking, arterial hypertension tended to increase with emotional burnout, the frequency of overweight, and low physical activity did not differ. Limitations. The study was limited to a sample of 272 coal miners with occupational diseases, examined using questionnaires by V.V. Boyko, Spielberger-Khanin, and Toronto Alexithymia Scale. Conclusions. Emotional burnout syndrome is associated with the development of personal and situational anxiety, alexithymia and may be a risk factor for the development of cardiovascular diseases.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".