, Satibi2
, Dwi Endarti2
1Master Program in Management Pharmacy, Faculty of Pharmacy, Universitas Gadjah Mada, Yogyakarta, Indonesia
2Department of Pharmaceutics, Faculty of Pharmacy, Universitas Gadjah Mada, Yogyakarta, Indonesia
Copyright © 2026 The Korean Society for Preventive Medicine
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Conflict of Interest
The authors have no conflicts of interest associated with the material presented in this paper.
Funding
This research was supported by the Indonesia Endowment Fund for Education (LPDP), Ministry of Finance of the Republic of Indonesia, through the Master’s Scholarship Program (grant No. LOG-14669/LPDP.3/2024).
Acknowledgements
None.
Author Contributions
Conceptualization: Abimanyu EPB, Satibi, Endarti D. Data curation: Abimanyu EPB, Satibi, Endarti D. Funding acquisition: Abimanyu EPB. Methodology: Abimanyu EPB, Satibi, Endarti D. Writing – original draft: Abimanyu EPB, Satibi, Endarti D. Writing – review & editing: Abimanyu EPB, Satibi, Endarti D.
| Studies | Technology/System | Category | Description of implementation | Notes |
|---|---|---|---|---|
| Almalki et al., 2023 [15] | ADCs | Automation | Integrated ADCs into inpatient wards to enable real-time access to medications | Supported by staff training and real-time tracking |
| Lathrop et al., 2014 [16] | Thrice-daily cart fill process | Workflow redesign | Transitioned from once-daily to thrice-daily medication delivery cycles | Focused on process efficiency rather than hardware/software |
| Risør et al., 2018 [17] | cAMS & BCMA | Hybrid | Combined automated unit-dose dispensing with barcode scanning and compliance protocols | Enhanced precision in high-acuity settings |
| Al Nemari et al., 2022 [18] | Robotic dispensing system | Automation | Applied robotic technology in outpatient pharmacy, guided by Six Sigma methodology | Involved in multidisciplinary collaboration and restructured workflow |
| Ababneh et al., 2020 [19] | Electronic prescription system | Digital system | Replaced manual prescriptions with standardized electronic input across facilities | Integrated directly into pharmacy and physician systems |
| Al-Mofleh et al., 2023 [20] | CPOE, ADCs, automated packaging | Hybrid system | Combined CPOE with automated packaging and ADCs for full-cycle medication management | Represents a fully integrated digital dispensing model |
| O’Neil et al., 2016 [21] | ADC optimization | Automation | Adjusted stock levels and removed low-usage drugs from ADC systems | Focused on improving efficiency and reducing inventory clutter |
| Oldland et al., 2015 [22] | Barcode verification+ADCs | Supportive+automation | Integrated barcode verification with electronic inventory for real-time tracking | Improved traceability and minimized manual intervention |
| Deliberal et al., 2018 [23] | ADCs with reverse logistics | Automation | Incorporated a system for returning unused meds directly into ADC for inventory adjustment | Aimed to reduce expired or wasted medications |
| Studies | Country | Setting | Technology/System implemented | Study design |
|---|---|---|---|---|
| Almalki et al., 2023 [15] | Saudi Arabia | Inpatient hospital | ADC | Observational |
| Lathrop et al., 2014 [16] | USA | Tertiary hospital | Thrice-daily cart fill system | Implementation report |
| Risør et al., 2018 [17] | Denmark | Acute medical unit | cAMS (automated dispensing+BCMA) | Prospective observational |
| Al Nemari et al., 2022 [18] | Saudi Arabia | Outpatient pharmacy | Robotic dispensing system | Retrospective performance review |
| Ababneh et al., 2020 [19] | Jordan | Outpatient clinics | Electronic prescription system | Comparative observational study |
| Al-Mofleh et al., 2023 [20] | Bahrain | Hospital pharmacy | CPOE, ADCs, automated packaging | Implementation case report |
| O’Neil et al., 2016 [21] | USA | Multiple hospital units | ADC optimization (stock & workflow) | Observational evaluation |
| Oldland et al., 2015 [22] | USA | General hospital | ADCs+barcode verification | Observational study |
| Deliberal et al., 2018 [23] | Brazil | University hospital | ADCs with reverse logistics | Quantitative descriptive study |
| Studies | Technology intervention | KPI measured | Measurable value | Explanation |
|---|---|---|---|---|
| Almalki et al., 2023 [15] | ADCs | Reduction in medication administration time | 83% reduction | Directly impacts dispensing efficiency by speeding up the medication delivery process |
| Lathrop et al., 2014 [16] | Thrice-daily cart fill | Decrease in prepared oral doses and lead times | 32.7% decrease in doses; 55–65% reduction in lead times | Enhances dispensing efficiency by reducing preparation time and improving workflow |
| Risør et al., 2018 [17] | cAMS included automated dispensing and BCMA; npsAMS consisted of automated unit-dose dispensing and BCMA | Reduction in overall medication errors | Significant reduction | Directly relates to medication safety by minimizing the risk of errors during medication administration |
| Al Nemari et al., 2022 [18] | Robotic dispensing units | Decrease in dispensing errors and patient wait time | Dispensing error rate from 1.00 to 0.24%; significant reduction in wait time | Enhances medication safety and dispensing efficiency by ensuring accurate dispensing and timely service |
| Ababneh et al., 2020 [19] | Electronic prescription | Comparison of errors in electronic vs. paper prescriptions | 631 errors with electronic system vs. 3714 with paper | Highlights medication safety by demonstrating the superiority of electronic systems in reducing errors |
| Al-Mofleh et al., 2023 [20] | ADCs, automated medication packaging, CPOE system | Improvement in patient safety and reduction in medication errors | Enhanced safety metrics | Directly linked to medication safety by reducing the likelihood of medication errors |
| O’Neil et al., 2016 [21] | ADCs | Reduction in stockout rates in medication inventory | Decreased stockout percentages | Relates to inventory management by ensuring better medication availability |
| Oldland et al., 2015 [22] | ADCs | Enhanced accuracy in medication dispensing | Significant reduction in dispensing errors | Directly impacts medication safety by ensuring that the correct medications are dispensed |
| Integration of barcode verification technology | ||||
| Deliberal et al., 2018 [23] | ADCs | Lowered medication return rates and improved patient safety | Significant reduction in return rates | Relates to both medication safety and inventory management by minimizing waste and ensuring proper medication use |
| Studies | Technology intervention | Supporting indicator | Observed impact | Explanation |
|---|---|---|---|---|
| Almalki et al., 2023 [15] | ADCs | Increased operational efficiency in medication management | Improved workflow metrics | Enhances dispensing efficiency by streamlining processes and reducing delays |
| Lathrop et al., 2014 [16] | Thrice-daily cart fill | Improved workflow and staff satisfaction | Increased staff satisfaction scores | Indirectly supports dispensing efficiency by fostering a better working environment |
| Risør et al., 2018 [17] | cAMS included automated dispensing and BCMA; npsAMS consisted of automated unit-dose dispensing and BCMA | Enhanced compliance with medication administration protocols | Improved compliance rates | Relates to medication safety by ensuring adherence to best practices in medication administration |
| Al Nemari et al., 2022 [18] | Robotic dispensing units | Increased patient throughput in the pharmacy department | Higher patient turnover rates | Enhances dispensing efficiency by allowing more patients to be served within a shorter timeframe |
| Ababneh et al., 2020 [19] | Electronic prescription | Identification of common prescription errors | Data on error types | Supports medication safety by providing insights into frequent errors that need addressing |
| Al-Mofleh et al., 2023 [20] | ADCs, automated medication packaging, CPOE system | Insights into inventory management practices | Improved inventory turnover rates | Directly relates to inventory management by optimizing stock levels and reducing waste |
| O’Neil et al., 2016 [21] | ADCs | Improved inventory turnover rates | Increased turnover metrics | Enhances inventory management by ensuring medications are used efficiently and not overstocked |
| Oldland et al., 2015 [22] | ADCs | Reduction in time spent on medication preparation | Decreased preparation time | Supports dispensing efficiency by allowing pharmacists to focus on patient care rather than preparation |
| Integration of barcode verification technology | ||||
| Deliberal et al., 2018 [23] | ADCs | Enhanced tracking of medication usage and waste | Improved tracking metrics | Relates to both medication safety and inventory management by ensuring proper usage and minimizing waste |
| Studies | Digital technology | Negative/Neutral findings & challenges |
|---|---|---|
| Almalki et al., 2023 [15] | ADCs with medication safety alerts | Required workflow adaptation; some staff reported difficulty adjusting to the new system; increased documentation burden during initial implementation |
| Lathrop et al., 2014 [16] | Telepharmacy service for rural hospitals | Dependent on stable internet connectivity; limited face-to-face interaction between pharmacists and patients; occasional delays in prescription verification during peak hours |
| Risør et al., 2018 [17] | cAMS | Reduced medication administration errors, but no significant change was observed in patient morbidity or length of stay |
| Al Nemari et al., 2022 [18] | Robotic dispensing units | Resource-intensive implementation; required substantial staff training; temporary workflow disruptions occurred during transition; dependent on cross-departmental coordination and leadership support |
| Ababneh et al., 2020 [19] | Electronic prescribing | System downtime risk; temporary reversion to paper-based prescribing during outages; increased risk of documentation errors during manual fallback |
| Al-Mofleh et al., 2023 [20] | Integrated medication management (CPOE+ADCs+automated packaging) | Interoperability issues with existing HIS; delays in full deployment; required additional information technology support and infrastructure upgrades |
| O’Neil et al., 2016 [21] | ADC optimization | Modest cost savings; requires continuous oversight to maintain stock accuracy; risk of diminishing returns without refinement |
| Oldland et al., 2015 [22] | Barcode verification | Effectiveness is dependent on consistent user compliance; scanning protocols are often bypassed under time pressure or high-volume workload |
| Deliberal et al., 2018 [23] | Reverse logistics through ADCs | Dependent on nursing compliance and timely documentation, inconsistent execution reduced effectiveness |
| Studies | Technology/System | Category | Description of implementation | Notes |
|---|---|---|---|---|
| Almalki et al., 2023 [15] | ADCs | Automation | Integrated ADCs into inpatient wards to enable real-time access to medications | Supported by staff training and real-time tracking |
| Lathrop et al., 2014 [16] | Thrice-daily cart fill process | Workflow redesign | Transitioned from once-daily to thrice-daily medication delivery cycles | Focused on process efficiency rather than hardware/software |
| Risør et al., 2018 [17] | cAMS & BCMA | Hybrid | Combined automated unit-dose dispensing with barcode scanning and compliance protocols | Enhanced precision in high-acuity settings |
| Al Nemari et al., 2022 [18] | Robotic dispensing system | Automation | Applied robotic technology in outpatient pharmacy, guided by Six Sigma methodology | Involved in multidisciplinary collaboration and restructured workflow |
| Ababneh et al., 2020 [19] | Electronic prescription system | Digital system | Replaced manual prescriptions with standardized electronic input across facilities | Integrated directly into pharmacy and physician systems |
| Al-Mofleh et al., 2023 [20] | CPOE, ADCs, automated packaging | Hybrid system | Combined CPOE with automated packaging and ADCs for full-cycle medication management | Represents a fully integrated digital dispensing model |
| O’Neil et al., 2016 [21] | ADC optimization | Automation | Adjusted stock levels and removed low-usage drugs from ADC systems | Focused on improving efficiency and reducing inventory clutter |
| Oldland et al., 2015 [22] | Barcode verification+ADCs | Supportive+automation | Integrated barcode verification with electronic inventory for real-time tracking | Improved traceability and minimized manual intervention |
| Deliberal et al., 2018 [23] | ADCs with reverse logistics | Automation | Incorporated a system for returning unused meds directly into ADC for inventory adjustment | Aimed to reduce expired or wasted medications |
| Studies | Country | Setting | Technology/System implemented | Study design |
|---|---|---|---|---|
| Almalki et al., 2023 [15] | Saudi Arabia | Inpatient hospital | ADC | Observational |
| Lathrop et al., 2014 [16] | USA | Tertiary hospital | Thrice-daily cart fill system | Implementation report |
| Risør et al., 2018 [17] | Denmark | Acute medical unit | cAMS (automated dispensing+BCMA) | Prospective observational |
| Al Nemari et al., 2022 [18] | Saudi Arabia | Outpatient pharmacy | Robotic dispensing system | Retrospective performance review |
| Ababneh et al., 2020 [19] | Jordan | Outpatient clinics | Electronic prescription system | Comparative observational study |
| Al-Mofleh et al., 2023 [20] | Bahrain | Hospital pharmacy | CPOE, ADCs, automated packaging | Implementation case report |
| O’Neil et al., 2016 [21] | USA | Multiple hospital units | ADC optimization (stock & workflow) | Observational evaluation |
| Oldland et al., 2015 [22] | USA | General hospital | ADCs+barcode verification | Observational study |
| Deliberal et al., 2018 [23] | Brazil | University hospital | ADCs with reverse logistics | Quantitative descriptive study |
| Studies | Technology intervention | KPI measured | Measurable value | Explanation |
|---|---|---|---|---|
| Almalki et al., 2023 [15] | ADCs | Reduction in medication administration time | 83% reduction | Directly impacts dispensing efficiency by speeding up the medication delivery process |
| Lathrop et al., 2014 [16] | Thrice-daily cart fill | Decrease in prepared oral doses and lead times | 32.7% decrease in doses; 55–65% reduction in lead times | Enhances dispensing efficiency by reducing preparation time and improving workflow |
| Risør et al., 2018 [17] | cAMS included automated dispensing and BCMA; npsAMS consisted of automated unit-dose dispensing and BCMA | Reduction in overall medication errors | Significant reduction | Directly relates to medication safety by minimizing the risk of errors during medication administration |
| Al Nemari et al., 2022 [18] | Robotic dispensing units | Decrease in dispensing errors and patient wait time | Dispensing error rate from 1.00 to 0.24%; significant reduction in wait time | Enhances medication safety and dispensing efficiency by ensuring accurate dispensing and timely service |
| Ababneh et al., 2020 [19] | Electronic prescription | Comparison of errors in electronic vs. paper prescriptions | 631 errors with electronic system vs. 3714 with paper | Highlights medication safety by demonstrating the superiority of electronic systems in reducing errors |
| Al-Mofleh et al., 2023 [20] | ADCs, automated medication packaging, CPOE system | Improvement in patient safety and reduction in medication errors | Enhanced safety metrics | Directly linked to medication safety by reducing the likelihood of medication errors |
| O’Neil et al., 2016 [21] | ADCs | Reduction in stockout rates in medication inventory | Decreased stockout percentages | Relates to inventory management by ensuring better medication availability |
| Oldland et al., 2015 [22] | ADCs | Enhanced accuracy in medication dispensing | Significant reduction in dispensing errors | Directly impacts medication safety by ensuring that the correct medications are dispensed |
| Integration of barcode verification technology | ||||
| Deliberal et al., 2018 [23] | ADCs | Lowered medication return rates and improved patient safety | Significant reduction in return rates | Relates to both medication safety and inventory management by minimizing waste and ensuring proper medication use |
| Studies | Technology intervention | Supporting indicator | Observed impact | Explanation |
|---|---|---|---|---|
| Almalki et al., 2023 [15] | ADCs | Increased operational efficiency in medication management | Improved workflow metrics | Enhances dispensing efficiency by streamlining processes and reducing delays |
| Lathrop et al., 2014 [16] | Thrice-daily cart fill | Improved workflow and staff satisfaction | Increased staff satisfaction scores | Indirectly supports dispensing efficiency by fostering a better working environment |
| Risør et al., 2018 [17] | cAMS included automated dispensing and BCMA; npsAMS consisted of automated unit-dose dispensing and BCMA | Enhanced compliance with medication administration protocols | Improved compliance rates | Relates to medication safety by ensuring adherence to best practices in medication administration |
| Al Nemari et al., 2022 [18] | Robotic dispensing units | Increased patient throughput in the pharmacy department | Higher patient turnover rates | Enhances dispensing efficiency by allowing more patients to be served within a shorter timeframe |
| Ababneh et al., 2020 [19] | Electronic prescription | Identification of common prescription errors | Data on error types | Supports medication safety by providing insights into frequent errors that need addressing |
| Al-Mofleh et al., 2023 [20] | ADCs, automated medication packaging, CPOE system | Insights into inventory management practices | Improved inventory turnover rates | Directly relates to inventory management by optimizing stock levels and reducing waste |
| O’Neil et al., 2016 [21] | ADCs | Improved inventory turnover rates | Increased turnover metrics | Enhances inventory management by ensuring medications are used efficiently and not overstocked |
| Oldland et al., 2015 [22] | ADCs | Reduction in time spent on medication preparation | Decreased preparation time | Supports dispensing efficiency by allowing pharmacists to focus on patient care rather than preparation |
| Integration of barcode verification technology | ||||
| Deliberal et al., 2018 [23] | ADCs | Enhanced tracking of medication usage and waste | Improved tracking metrics | Relates to both medication safety and inventory management by ensuring proper usage and minimizing waste |
| Studies | Digital technology | Negative/Neutral findings & challenges |
|---|---|---|
| Almalki et al., 2023 [15] | ADCs with medication safety alerts | Required workflow adaptation; some staff reported difficulty adjusting to the new system; increased documentation burden during initial implementation |
| Lathrop et al., 2014 [16] | Telepharmacy service for rural hospitals | Dependent on stable internet connectivity; limited face-to-face interaction between pharmacists and patients; occasional delays in prescription verification during peak hours |
| Risør et al., 2018 [17] | cAMS | Reduced medication administration errors, but no significant change was observed in patient morbidity or length of stay |
| Al Nemari et al., 2022 [18] | Robotic dispensing units | Resource-intensive implementation; required substantial staff training; temporary workflow disruptions occurred during transition; dependent on cross-departmental coordination and leadership support |
| Ababneh et al., 2020 [19] | Electronic prescribing | System downtime risk; temporary reversion to paper-based prescribing during outages; increased risk of documentation errors during manual fallback |
| Al-Mofleh et al., 2023 [20] | Integrated medication management (CPOE+ADCs+automated packaging) | Interoperability issues with existing HIS; delays in full deployment; required additional information technology support and infrastructure upgrades |
| O’Neil et al., 2016 [21] | ADC optimization | Modest cost savings; requires continuous oversight to maintain stock accuracy; risk of diminishing returns without refinement |
| Oldland et al., 2015 [22] | Barcode verification | Effectiveness is dependent on consistent user compliance; scanning protocols are often bypassed under time pressure or high-volume workload |
| Deliberal et al., 2018 [23] | Reverse logistics through ADCs | Dependent on nursing compliance and timely documentation, inconsistent execution reduced effectiveness |
ADCs, automated dispensing cabinets; cAMS, complex automated medication system; BCMA, barcode medication administration; CPOE, computerized physician order entry.
ADCs, automated dispensing cabinets; cAMS, complex automated medication system; BCMA, barcode medication administration; CPOE, computerized physician order entry.
KPIs, key performance indicators; ADCs, automated dispensing cabinets; CPOE, computerized physician order entry; BCMA, barcode medication administration; cAMS, complex automated medication system; npsAMS, non-patient-specific automated medication system.
ADCs, automated dispensing cabinets; cAMS, complex automated medication system; BCMA, barcode medication administration; npsAMS, non-patient-specific automated medication system; CPOE, computerized physician order entry.
ADCs, automated dispensing cabinets; cAMS, complex automated medication system; CPOE, computerized physician order entry; HIS, hospital information system.