Submitted:
09 July 2025
Posted:
10 July 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
- Pulling ADC Data – Retrieving up to 30 days of automated dispensing cabinet (ADC) transaction data relevant to the case timeframe.
- Reviewing Data – Analyzing key metrics such as waste transactions, frequency of vends per product, and daily usage patterns. This step also involved comparing the subject’s activity to peer benchmarks across ADCs and hospital units to identify trends or anomalies.
- Providing a Recommendation – Summarizing findings and offering a recommendation for next steps. These recommendations support hospital leadership in determining appropriate follow-up actions, which may include case closure, referral to a nurse manager, or escalation to the Diversion Response Team (DRT).
3. Results
| Medication | Likely Waste | Likely Administration | Everything* | Total Transactions |
| Fentanyl | 602 | 619 | 650 | 1,871 |
| Hydromorphone | 150 | 115 | 263 | 528 |
| Midazolam | 70 | 367 | 780 | 1,217 |
| Morphine | 46 | 65 | 332 | 443 |
| Ketamine | 9 | 9 | 15 | 33 |
| Lorazepam | 94 | 110 | 136 | 340 |
| Medication | Vial Size | Eligible Transactions** | Half Wasted Transactions*** | % Half Wasted |
| Fentanyl | 100 mcg | 1,227 | 749 | 61.04% |
| Hydromorphone | 1 mg | 193 | 152 | 78.76% |
| Midazolam | 2 mg | 398 | 339 | 85.18% |
| Morphine | 4 mg | 44 | 33 | 75.00% |
| Ketamine | 200 mg | 20 | 5 | 25.00% |
| Lorazepam | 2 mg | 232 | 128 | 55.17% |
| Medication | Sample Size (n) | Avg. Pharmacy WTW per Incident (min:sec) |
| Fentanyl | 193 | 6:54 |
| Hydromorphone | 57 | 7:12 |
| Midazolam | 26 | 4:44 |
| Morphine | 46 | 6:25 |
| Ketamine | 5 | 6:31 |
| Lorazepam | 6 | 6:48 |
| Summary | Value |
| Overall Average WTW per Incident (n = 333) | 6:43 (min:sec) |
| Total Sample Size WTW (n = 333) | 37:36:39 (hh:mm:ss) |
| Total Quarterly WTW (n = 4,432) | 496:08:16 (hh:mm:ss) |
| Annualized WTW | 1,984:33:04 (hh:mm:ss) |
| Step Number | Description | Time | Standard Deviation |
| 1 | Pull ADC Data | 03:13 (min:sec) | 00:28 (sec) |
| 2 | Review Data | 04:57 (min:sec) | 01:24 (min:sec) |
| 3 | Provide Recommendation | 3:20 (min:sec) | 00:26 (sec) |
| Total | Time per Case | 11:30 (min:sec) | 01:17 (min:sec) |
| Summary | Time |
| Cases Reviewed (n = 35) | 11:30 (min:sec) per case |
| Total Quarterly WTW (n = 170) | 32:31:00 (hh:mm:ss) |
| Annualized WTW | 130:04:00 (hh:mm:ss) |
| Time Study Sample (Observation-Based) | |
| Average Time per Cartridges Exchange (n = 117) | 8:12 (min:sec) |
| Total Technician Time for 117 Exchanges | 16 hours (2 techs x 8 hrs) |
| Exchanges per Technician per Shift | 58.5 |
| Hospital-Wide Estimates. | |
| Total Quarterly WTW (n = 1,250 cartridges) | 1 day 18:42:30 (hh:mm:ss) |
| Total Annually WTW (n=1,250 cartidges) | 7 days 02:50:00 (hh:mm:ss) |
| Estimated Quarterly Labor Cost | $854 |
| Estimated Annualized Labor Cost | $3,416 |
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| ADC | Automated Dispensing Cabinet |
| Cath Lab | Cardiac Catheterization Laboratory |
| DEA | Drug Enforcement Agency |
| DRT | Diversion Response Team |
| ED | Emergency Department |
| EHR | Electronic Health Record |
| ICU | Intensive Care Unit |
| IRB | Institutional Review Board |
| IV | Intravenous |
| IVP | Intravenous Push |
| MAR | Medication Administration Record |
| NICU | Neonatal Intensive Care Unit |
| OR | Operating Room |
| PACU | Post-Anesthesia Care Unit |
| PICU | Pediatric Intensive Care Unit |
| PW | Product Waste |
| WTW | Workforce Time Waste |
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| Costs Related to Waste | Costs* |
| Set Up Cost for Med Station (Solid and Liquid) Cost for Anesthesia Stations (Liquid only) Every six months, per replacement (Solid or Liquid Cartridge) |
$1,750.00 $800.00 $125.00 |
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