Reducing the Frequency of Immediate‐Use Sterilization: A Systematic Multidisciplinary Approach
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
Efforts to comply with AORN's recommended practices for sterilization led a multidisciplinary team at H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida, to undertake a quality improvement project to reduce the frequency of immediate-use (previously called flash) sterilization. Team members determined that time pressures on sterile processing department personnel, staff members' inability to find items on the peel pack cart, and shortages of some instruments led to an increased reliance on immediate-use sterilization. By tracking which instruments were most likely to be sterilized for immediate use, reorganizing the peel pack cart and instrument trays, and purchasing some additional instruments, team members were able to reduce the frequency of immediate-use sterilization by as much as 70%. It is important for perioperative nurses to participate as members of multidisciplinary quality improvement teams to implement practice changes. Shared governance is critical to any improvement project to help provide positive outcomes for the organization and for patient care.
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