Pharmacist Mediated Clinical Decision Support Systems: A Narrative Review of Impact and Implementation

Authors

  • Hafid Algristian Universitas Nahdlatul Ulama Surabaya
  • Muhammad Aji Satria Universitas Tadulako

Keywords:

Clinical Decision Support System, Clinical Pharmacy, Drug–Drug Interaction, Medication Safety, Pharmacist, Implementation Science

Abstract

Clinical decision support systems (CDSS) are increasingly deployed to assist pharmacists in managing complex pharmacotherapy, yet their real world effectiveness and implementation determinants remain incompletely characterised. This review synthesises current evidence on pharmacist oriented CDSS for drug–drug interaction mitigation. A narrative review of studies published 2010–2025 was undertaken across PubMed, Scopus and Google Scholar using predefined keywords and Boolean operators. Peer reviewed empirical investigations, systematic reviews and meta analyses examining CDSS impact on medication safety and clinician behaviour were included; titles, abstracts and full texts were independently screened by four reviewers and thematically analysed. Thirty nine eligible studies showed that CDSS increased drug interaction detection rates by up to 40 percent and shortened identification time by a median of 22 percent. Clinician acceptance exceeded 75 percent when alerts were contextualised and interfaces intuitive, although override rates persisted where alert specificity was low. Personalisation based on renal function, QTc interval or comorbidity enhanced relevance and reduced alert burden. Comparative analyses highlighted pronounced adoption gaps between high income and low and middle income countries, driven by infrastructural, policy and training disparities. Interprofessional collaboration and mandatory governance frameworks emerged as critical enablers of sustained utilisation. Evidence confirms that pharmacist integrated CDSS markedly strengthen medication safety processes, but systemic, human factor and policy obstacles temper their full potential. Tailored interface design, workforce upskilling and binding institutional mandates are essential to translate proven efficacy into routine practice and to foster global equity in digital pharmacotherapy.

References

Titiesari YD, Nursalim HY, Nathania J. Masalah Terkait Obat Pada Pasien Onkologi: Apa Yang Harus Diperhatikan Oleh Apoteker? Maj Farm. 2022;18(1):51.

Rosita ME, Tetuko A. Evaluasi Penerapan Pelayanan Farmasi Klinik Di Apotek Daerah Sleman. J Pharm Care Sci. 2023;3(2):10–9.

Ardiningtyas B, Marchaban M, Kusnanto H, Fudholi A. Persepsi Preseptor Terhadap Key Indicators Kompetensi Pharmaceutical Care Pada Praktek Kerja Profesi Apoteker Di Apotek. J Manaj Dan Pelayanan Farm J Manag Pharm Pract. 2017;7(1):9.

Inayatillah F, Octavia DR, Rahman AA. Profil Pemberian Informasi Obat Swamedikasi Di Apotek Wilayah Kecamatan Lamongan (Studi Dengan Metode Simulasi Pasien). Med Sains Junal Ilm Kefarmasian. 2023;8(1):33–40.

Larasati LA, Andayani TM, Kristina SA. Hubungan Tingkat Pengetahuan Terhadap Outcome Klinik Pasien Diabetes Melitus Tipe 2. J Manaj Dan Pelayanan Farm J Manag Pharm Pract. 2019;9(2).

Krisnawati I, Teodhora T, Wulandari A, Febriani A, Veryanti PR, Nugrahani HN, et al. Upaya Meningkatkan Kompetensi Mahasiswa Calon Apoteker Melalui Kajian Pelayanan Farmasi Klinis Di Beberapa Apotek Jakarta. J Pengabdi Masy Bangsa. 2024;2(2):396–401.

Nur Rasdianah, Hiola F. Gambaran Penerapan Pelayanan Farmasi Klinik Di Puskesmas. J Delima Harapan. 2022;9(1):32–6.

Novita R. Tinjauan Literatur: Uji in Vivo Pada Antiviral Terpilih COVID 19. Bul Penelit Kesehat. 2020;48(4):243–52.

Pratiwi A, Fudholi A, Satibi S. Analisis Faktor Yang Mempengaruhi Implementasi Pelayanan Kefarmasian Puskesmas Di Kota Semarang. Maj Farm. 2021;17(1):1.

Novita D, Nugroho R, I Dewa Ketut Raka Ardiana. Talent Management Solusi Dalam Meningkatkan Komitmen Organisasi. Equilib J Ekon Manaj Akunt. 2023;19(2):111.

Iriananda SW, Putra RP, Farhan A. Kinerja Auto Labelling Pada Analisis Sentimen Terhadap Pasangan Calon Presiden 2024 Di Media Sosial X. Ciastech. 2023;6(1):618.

I Gusti Ayu Rai Widowati, Ida Ayu Manik Partha Sutema, Maharianingsih NM, Suryaningsih NPA, I Gusti Ngurah Agung Windra Wartana Putra, Adrianta KA, et al. Penyuluhan Penggunaan Antibiotik Yang Bijak Di Rumah Tangga Desa Bengkel, Tabanan. J Pengabdi Kpd Masy Wahana Usada. 2023;5(1):12–9.

Ayu GA, Syaripuddin M. Peranan Apoteker Dalam Pelayanan Kefarmasian Pada Penderita Hipertensi. J Kedokt Dan Kesehat. 2019;15(1):10.

Palupi M, Tjahjono HK. Pengintegrasian Perencanaan Sumberdaya Manusia Dan Strategi Organisasional : Catatan Kecil. Jbti J Bisnis Teori Dan Implementasi. 2018;9(1).

Rosemary R. Pilihan Media Pencari Informasi Kesehatan. J Komun Glob. 2018;7(2):169–82.

PRANANDA A, Ikhsani A. Infeksi Covid 19 (Sars Cov 2) Pada Kehamilan. J Kesehat Tambusai. 2021;2(2):1–9.

Leblanc MM, Daley K, Pickel K, Zaets L. Prescriber Acceptance of Pharmacist Written Recommendations in a Home-Based Primary Care Setting at a Veterans Affairs Healthcare System. Sr Care Pharm. 2021;36(1):56–62.

Peiffer‐Smadja N, Poda A, Ouédraogo A, Guiard–Schmid J, Delory T, Bel JL, et al. Paving the Way for the Implementation of a Decision Support System for Antibiotic Prescribing in Primary Care in West Africa: Preimplementation and Co Design Workshop With Physicians. J Med Internet Res. 2020;22(7):e17940.

Schwartz E, Turgeon J, Patel J, Patel PJ, Shah H, Issa AM, et al. Implementation of a Standardized Medication Therapy Management Plus Approach Within Primary Care. J Am Board Fam Med. 2017;30(6):701–14.

Alotaibi ND, Alsharif MS. Implementation of Clinical Decision Support Systems in Emergency Settings: Enhancing Interdisciplinary Practice Among Nurses and Pharmacists. Int J Health Sci. 2017;1(S1):372–80.

Morton K, Santillo M, Velthoven MH v., Yardley L, Thomas M, Wang K, et al. Promoting the Implementation of Clinical Decision Support Systems in Primary Care: A Qualitative Exploration of Implementing a Fractional Exhaled Nitric Oxide (FeNO) guided Decision Support System in Asthma Consultations. Plos One. 2025;20(2):e0317613.

Al Garni BM. Analysis and Review of Prescribing Clinical Decision Support System Within the Context of NHS Secondary Sector. Life Int J Health Life Sci. 2018;4(3):60–71.

Zhao S, Chang T, Ni Y, Zhou P. An Empirical Study of Trade in Goods Between China and Brazil: Analysis of Competitiveness and Complementarity. Economies. 2023;11(9):224.

Shanika LGT, Wijekoon CN, Jayamanne S, Coombes J, Coombes I, Mamunuwa N, et al. Acceptance and Attitudes of Healthcare Staff Towards the Introduction of Clinical Pharmacy Service: A Descriptive Cross Sectional Study From a Tertiary Care Hospital in Sri Lanka. BMC Health Serv Res. 2017;17(1).

Riley K, Yap K, Foley G, Lambe J, Lund S. Impact of a Clinical Decision Support System on Identifying Drug‐related Problems and Making Recommendations to Providers During Community Pharmacist‐led Medication Reviews in Ontario, Canada: A Pilot Study. J Eval Clin Pract. 2024;31(2).

Huang T. The Impact of SHEINs Content Marketing on Consumer Perceptions in the Digital Marketing Process. Adv Econ Manag Polit Sci. 2024;102(1):58–64.

Yu Z, Hu N, Zhao Q, Hu X, Jia C, Zhang C, et al. The Willingness to Adopt Artificial Intelligence Driven Clinical Decision Support Systems Among Doctors at Different Hospitals in China: A Fuzzy Set Qualitative Comparative Analysis of Survey Data (Preprint). 2024;

Bauer J, Busse M, Koch S, Schmid M, Sommer J, Fromm MF, et al. Clinical–pharmaceutical Assessment of Medication CDSS Alerts: Content Appropriateness and Patient Relevance in Clinical Practice. Front Pharmacol. 2025;16.

Lightfoot M, Sanders A, Burke C, Patton JL. Clinical Pharmacist Impact on Intensive Care Unit Delirium: Intervention and Monitoring. Hosp Pharm. 2018;54(3):180–5.

Yoo S, Song Y, jung-namju, Cha W. Factors Influencing Physicians’ Acceptance of Computerized Clinical Decision Support Systems: A Study on Career Stage and Experience (Preprint). 2023;

Heng ST, Tan M, Young BE, Lye DC, Ng TM. YouTube Video Educational Package Increased Acceptance of Antibiotic Clinical Decision Support System Recommendations. Open Forum Infect Dis. 2017;4(suppl_1):S263–S263.

Alajlan AAM, Alanazi A, Abdulrahman Ibrahim Abdullah Al Fahad, Alnughaymishi AAS, Harbi SHA. The Role of Electronic Medical Records (EMRs) and Health Informatic Technician in Enhancing Interdisciplinary Collaboration. Int J Health Sci. 2024;8(S1):1860–9.

Tailor A, Robinson S, Matson Koffman D, Michaels M, Burton MM, Lubin IM. An Evaluation Framework for a Novel Process to Codevelop Written and Computable Guidelines. Am J Med Qual. 2023;38(5S):S35–45.

McManus K, Robinson P. Evaluation of NICU Healthcare Providers’ Experience of Patient Ethics and Communication Excellence (PEACE) Rounds. Adv Neonatal Care. 2020;21(2):142–51.

Dogba MJ, Menear M, Stacey D, Brière N. The Evolution of an Interprofessional Shared Decision-Making Research Program: Reflective Case Study of an Emerging Paradigm. Int J Integr Care. 2016;16(3).

Karabacak M, Margetis K. Embracing Large Language Models for Medical Applications: Opportunities and Challenges. Cureus. 2023;

Carr G, Barendrecht MH, Debevec L, Kuil L, Blöschl G. People and Water: Understanding Integrated Systems Needs Integrated Approaches. J Water Supply Res Technol. 2020;69(8):819–32.

Uttiramerur A. The Role of Machine Learning in Identifying Risk Factors for Adverse Events in Healthcare: A Comprehensive Overview. Des Single Chip Microcomput Control Syst Stepping Mot. 2023;1–3.

Mrs SR, Mrs NR, Mr GDP, Prof DN. Managing Complex Medical Conditions in Acute Care Setting. 2025;44–63.

Schapranow MP, Borchert F, Bougatf N, Hund H, Eils R. Software Tool Support for Collaborative, Virtual, Multi Site Molecular Tumor Boards. Sn Comput Sci. 2023;4(4).

Fairburn SC, Jehi L, Bicknell BT, Wilkes BG, Panuganti B. Applications of Quantum Computing in Clinical Care. Front Med. 2025;12.

Petricone‐Westwood D, Clow KA, Lebel S, Brunet J. An Evaluation of the Interdisciplinary Psychosocial Oncology Research Group and Laboratory: An Initiative to Enable Intersectoral and Interdisciplinary Collaboration. Can Oncol Nurs J. 2023;33(1):61–6.

4lasloom A s. A, lasloom M s. A, Alduways MHA, Alduways RA, Alyami H, Alazmi SHS, et al. A Comprehensive Review of the Integration of Physiotherapy, Nursing, Assistant Nursing, X Ray and Health Informatics in Modern Healthcare. J Ecohumanism. 2024;3(8).

Vingerhoets C, Smith EJC, Graham F. Intersection of the Elements of Evidence Based Practice in Interdisciplinary Stroke Rehabilitation: A Qualitative Study. N Z J Physiother. 2023;48(3).

Lunde L, Moen A, Rosvold EO. Learning Clinical Assessment and Interdisciplinary Team Collaboration in Primary Care. MOOC for Healthcare Practitioners and Students. 2018;

Humensky J, Abedin Z, Muhammad K, McClave M, Torres T, DiMaria ES, et al. Promoting Interdisciplinary Research to Respond to Public Health Crises: The Response of the Columbia University CTSA to the Opioid Crisis. J Clin Transl Sci. 2019;4(1):22–7.

Schuler K, Jung IC, Zerlik M, Sedlmayr M, Sedlmayr B. Requirements for an Instrument to Identify Context Factors for Enhancing Context Sensitivity in CDSS. 2025;

Lee YS, Kim SM, Shin JW, Leem JG, Choi SS. Adjuvant Administration of Hypertonic Saline in Lumbar Epidural Intervention May Be Associated With Successful Response in Patients With Probable Neuropathic Radicular Pain Screened by Douleur Neuropathique 4. Int J Med Sci. 2021;18(12):2736–42.

Downloads

Published

2025-11-24