Recycling unused medications in hospitals is financially viable and good for the environment
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
OBJECTIVES: Considerable pharmaceutical waste is generated in hospital settings which can be reduced by recycling of unused medications. We sought to determine the recycling practices as well as quantify the volume and the value of oral solid medications returned from nursing units to the pharmacy departments at three urban hospitals. METHODS: Unused oral solid medications were recycled at three sites and the net financial impact of this practice was calculated (cost recovered - labour costs). The results were extrapolated to all 21 hospitals within the health system. KEY FINDINGS: Recycling medications in 21 hospitals could divert ~461 000 units of medication from the incinerator, with an estimated net value of ~$415 000 per year. CONCLUSIONS: Recycling unused medications could save substantial amounts of money and reduce negative environmental impacts from disposal/incineration.
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.
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) | 0.000 | 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 it