Importance of using micronucleus test for hospital personnel exposed to cytostatics – Croatian study
Bibliographic record
Abstract
Health personnel and administration is exposed to health risks. The paper ´s objective is to show that despite protection measures the exposed persons´ health is damaged. The government and management show intentions to enhance protection programs but they lack the means because of recession. Twenty-seven employees of Clinical Centre Rijeka working with cytostatics have been analyzed by micronucleus test. In 11 nurses at the Pediatric oncology, 10 nurses at Internal hematology and 6 at Oncology there have been no significant differences in MN, p=0.2106, p>0.05, mean 10 MN, range 2-29. In 7 nurses differences from referential values in the number of MN/1000 binuclear cells were found and they were not allowed to work for six months. Occupational medicine was done his part for the hospital. Meanwhile the problem of payment according to the Rules guarantied special standard remains since MN test although compulsory is not a part of routine examination
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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 | 0.001 | 0.002 |
| 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 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".