Occupational Exposure to Cyclophosphamide in Nurses at a Single Center
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
OBJECTIVE: To evaluate biological and environmental exposure to cyclophosphamide in nurses at a single institution. METHODS: Biological exposure to cyclophosphamide in nurses administering cyclophosphamide compared with two control groups: nononcology nurses not administering cyclophosphamide and community members without recent hospital exposure. Environmental exposure to chemotherapy was measured using surface wipes taken from oncology and nononcology areas in the hospital. RESULTS: More than one third of all nurses and no community controls tested positive for urinary cyclophosphamide. Oncology and nurse controls tested positive in equal numbers. Surface wipes were positive only in the oncology ward. CONCLUSION: We have demonstrated elevated levels of cyclophosphamide in one third of all nurses and cyclophosphamide contamination of surfaces within the oncology patient environment. This suggests that environmental contamination plays a major role in biological exposure to cyclophosphamide.
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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 | 0.000 |
| 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) | 0.001 | 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