Using EMR-enabled computerized decision support systems to reduce prescribing of potentially inappropriate medications: a narrative review
Open accessAbstract
Prescribing of potentially inappropriate medications (PIMs) that pose more risk than benefit in older patients is a common occurrence across all healthcare settings. Reducing such prescribing has been challenging despite multiple interventions, including educational campaigns, audits and feedback, geriatrician assessment and formulary restrictions. With the increasing uptake of electronic medical records (EMRs) across hospitals, clinics and residential aged care facilities (RACFs), integrated with computerized physician order entry (CPOE) and e-prescribing, opportunities exist for incorporating clinical decision support systems (CDSS) into EMR at the point of care. This narrative review assessed the process and outcomes of using EMR-enabled CDSS to reduce the prescribing of PIMs. We searched PubMed for relevant articles published up to January 2018 and focused on those that described EMR-enabled CDSS that assisted prescribers to make changes at the time of ordering PIMs in adults. Computerized systems offering only medication reconciliation, dose checks, monitoring for medication errors, or basic formulary information were not included. In addition to outcome measures of medication-related processes and adverse drug events, qualitative data relating to factors that influence effectiveness of EMR-enabled CDSS were also gathered from selected studies. We analysed 20 studies comprising 10 randomized trials and 10 observational studies performed in hospitals ( n = 8), ambulatory care clinics ( n = 9) and RACFs ( n = 3). Studies varied in patient populations (although most involved older patients), type of CDSS, method of linkage with EMR, study designs and outcome measures. However, assuming little publication bias, the totality of evidence favoured EMR-enabled CDSS as being effective in reducing the prescribing of PIMs in hospitals, although results were more mixed for ambulatory care settings and RACFs. While absolute effects in most positive studies were modest, they suggest EMR-enabled CDSS are feasible and acceptable to clinicians, and if certain design features are adhered to, there is potential for even greater impact.
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Attempts to digitize deprescribing criteria into electronic clinical decision support have raised difficulties, typically requiring a labor-intensive coding process and unstructured information such as free text from patient records to contextualize certain criteria.
“Attempts to digitize these criteria into electronic clinical decision support (CDS) have raised difficulties, typically requiring a labor-intensive coding process and unstructured information such as free text from patient records to contextualize certain criteria [11,12].”
From Identifying Deprescribing Opportunities With Large Language Models in Older Adults: Retrospective Cohort Study (2025) · cites this paper as [11]
Cites
Kaufman, D. W., Kelly, J. P., Rosenberg, L., Anderson, T. E., & Mitchell, A. A. (2002) · JAMA · doi:10.1001/jama.287.3.337 · Cited by 1,845 · see citing works
Reducing Inappropriate Polypharmacy
Scott, I. A., Hilmer, S. N., Reeve, E., Potter, K., Couteur, D. G. L., Rigby, D., Gnjidic, D., Mar, C. D., Roughead, E. E., Page, A. T., et al. (2015) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2015.0324 · Cited by 1,594 · see citing works
Self-citationBates, D. W., Kuperman, G. J., Wang, S., Gandhi, T., Kittler, A., Volk, L., Spurr, C., Khorasani, R., Tanasijevic, M., & Middleton, B. (2003) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1370 · Cited by 1,346 · see citing works
Overriding of Drug Safety Alerts in Computerized Physician Order Entry
van der Sijs, H., Aarts, J., Vulto, A., & Berg, M. (2006) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1809 · Cited by 1,117 · see citing works
Interventions to improve the appropriate use of polypharmacy for older people
Patterson, S. M., Cadogan, C. A., Kerse, N. M., Cardwell, C. R., Bradley, M. C., Ryan, C. A., & Hughes, C. M. (2014) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd008165.pub3 · Cited by 759 · see citing works
Anderson, K., Stowasser, D. A., Freeman, C. R., & Scott, I. A. (2014) · BMJ Open · doi:10.1136/bmjopen-2014-006544 · Cited by 720 · see citing works
Self-citationHamilton, H., Gallagher, P., Ryan, C. A., Byrne, S., & O’Mahony, D. (2011) · Archives of Internal Medicine · doi:10.1001/archinternmed.2011.215 · Cited by 570 · see citing works
The use of health information technology in seven nations
Jha, A. K., Doolan, D., Grandt, D., Scott, T., & Bates, D. W. (2008) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2008.06.007 · Cited by 420 · see citing works
Reeve, E., Shakib, S., Hendrix, I., Roberts, M. S., & Wiese, M. D. (2014) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.12386 · Cited by 397 · see citing works
Cooper, J. A., Cadogan, C. A., Patterson, S. M., Kerse, N. M., Bradley, M. C., Ryan, C. A., & Hughes, C. M. (2015) · BMJ Open · doi:10.1136/bmjopen-2015-009235 · Cited by 347 · see citing works
Polypharmacy Status as an Indicator of Mortality in an Elderly Population
Jyrkkä, J., Enlund, H., Korhonen, M. J., Sulkava, R. O., & Hartikainen, S. A. (2009) · Drugs & Aging · doi:10.2165/11319530-000000000-00000 · Cited by 346 · see citing works
Nuckols, T. K., Smith-Spangler, C., Morton, S. C., Asch, S. M., Patel, V. M., Anderson, L. J., Deichsel, E. L., & Shekelle, P. G. (2014) · Systematic Reviews · doi:10.1186/2046-4053-3-56 · Cited by 340 · see citing works
Electronic Health Record Adoption In US Hospitals: Progress Continues, But Challenges Persist
Adler-Milstein, J., DesRoches, C. M., Kralovec, P., Foster, G., Worzala, C., Charles, D., Searcy, T., & Jha, A. K. (2015) · Health Affairs · doi:10.1377/hlthaff.2015.0992 · Cited by 310 · see citing works
Tamblyn, R. M., Huang, A. R., Perreault, R. B., Jacques, A., Roy, D., Hanley, J. A., McLeod, P. J., & Laprise, R. (2003) · Europe PMC (PubMed Central) · Cited by 298 · see citing works
Tiering Drug-Drug Interaction Alerts by Severity Increases Compliance Rates
Paterno, M. D., Maviglia, S. M., Gorman, P. N., Seger, D. L., Yoshida, E., Seger, A. C., Bates, D. W., & Gandhi, T. K. (2009) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m2808 · Cited by 263 · see citing works
Hsieh, T. C., Kuperman, G. J., Jaggi, T., Hojnowski-Diaz, P., Fiskio, J., Williams, D. H., Bates, D. W., & Gandhi, T. K. (2004) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1556 · Cited by 232 · see citing works
A national census of medicines use: a 24‐hour snapshot of Australians aged 50 years and older
Morgan, T., Williamson, M. F., Pirotta, M. V., Stewart, K., Myers, S. P., & Barnes, J. (2012) · The Medical Journal of Australia · doi:10.5694/mja11.10698 · Cited by 200 · see citing works
Evaluation of Outpatient Computerized Physician Medication Order Entry Systems: A Systematic Review
Eslami, S., Abu-Hanna, A., & de Keizer, N. F. (2007) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m2238 · Cited by 200 · see citing works
Clinical Decision Support in Electronic Prescribing: Recommendations and an Action Plan
Teich, J. M., Osheroff, J. A., Pifer, E. A., & Sittig, D. F. (2005) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1822 · Cited by 181 · see citing works
Terrell, K. M., Perkins, A. J., Dexter, P. R., Hui, S. L., Callahan, C. M., & Miller, D. K. (2009) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2009.02352.x · Cited by 162 · see citing works
Hyttinen, V., Jyrkkä, J., & Valtonen, H. J. (2016) · Medical Care · doi:10.1097/mlr.0000000000000587 · Cited by 156 · see citing works
The Impact of Prescribing Safety Alerts for Elderly Persons in an Electronic Medical Record
Smith, D. H., Perrin, N., Feldstein, A. C., Yang, X., Kuang, D., Simon, S. R., Sittig, D. F., Platt, R. G., & Soumerai, S. B. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.10.1098 · Cited by 154 · see citing works
Buck, M. D., Atreja, A., Brunker, C. P., Jain, A., Suh, T. T., Palmer, R. M., Dorr, D. A., Harris, C. M., & Wilcox, A. B. (2009) · The American Journal of Geriatric Pharmacotherapy · doi:10.1016/j.amjopharm.2009.03.001 · Cited by 146 · see citing works
Galanter, W. (2005) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1727 · Cited by 136 · see citing works
Farrell, B., Pottie, K., Rojas-Fernandez, C. H., Bjerre, L. M., Thompson, W., & Welch, V. (2016) · PLOS ONE · doi:10.1371/journal.pone.0161248 · Cited by 134 · see citing works
Guided Prescription of Psychotropic Medications for Geriatric Inpatients
Peterson, J. F., Kuperman, G. J., Shek, C., Patel, M., Avorn, J., & Bates, D. W. (2005) · Archives of Internal Medicine · doi:10.1001/archinte.165.7.802 · Cited by 132 · see citing works
Hemens, B. J., Holbrook, A. M., Tonkin, M., Mackay, J. A., Weise-Kelly, L., Navarro, T., Wilczynski, N. L., Haynes, R. B., & the CCDSS Systematic Review Team (2011) · Implementation Science · doi:10.1186/1748-5908-6-89 · Cited by 132 · see citing works
Page, N., Baysari, M. T., & Westbrook, J. I. (2017) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2017.05.011 · Cited by 129 · see citing works
Clyne, B., Fitzgerald, C., Quinlan, A., Hardy, C., Galvin, R., Fahey, T. P., & Smith, S. M. (2016) · Journal of the American Geriatrics Society · doi:10.1111/jgs.14133 · Cited by 128 · see citing works
Morgan, S., Hunt, J., Rioux, J., Proulx, J., Weymann, D., & Tannenbaum, C. (2016) · CMAJ Open · doi:10.9778/cmajo.20150131 · Cited by 122 · see citing works
Field, T. S., Rochon, P. A., Lee, M. H., Gavendo, L., Baril, J. L., & Gurwitz, J. H. (2009) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m2981 · Cited by 119 · see citing works
Inappropriate Medication Use as a Risk Factor for Self‐Reported Adverse Drug Effects in Older Adults
Chrischilles, E. A., VanGilder, R., Wright, K. B., Kelly, M., & Wallace, R. B. (2009) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2009.02269.x · Cited by 110 · see citing works
Lin, H.-Y., Liao, C.-C., Cheng, S., Wang, P., & Hsueh, Y.-S. A. (2008) · Drugs & Aging · doi:10.2165/00002512-200825010-00006 · Cited by 107 · see citing works
Gurwitz, J. H., Field, T. S., Rochon, P., Judge, J., Harrold, L. R., Bell, C. M., Lee, M., White, K., LaPrino, J., Erramuspe‐Mainard, J., et al. (2008) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2008.02004.x · Cited by 106 · see citing works
Weber, V., White, A., & McIlvried, R. (2008) · Journal of General Internal Medicine · doi:10.1007/s11606-007-0482-z · Cited by 104 · see citing works
Sönnichsen, A. C., Trampisch, U. S., Rieckert, A., Piccoliori, G., Vögele, A., Flamm, M., Johansson, T., Esmail, A., Reeves, D., Löffler, C., et al. (2016) · Trials · doi:10.1186/s13063-016-1177-8 · Cited by 104 · see citing works
Simon, S. R., Smith, D. H., Feldstein, A. C., Perrin, N., Yang, X., Zhou, Y., Platt, R. G., & Soumerai, S. B. (2006) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2006.00734.x · Cited by 100 · see citing works
Potentially Inappropriate Medications and Risk of Hospitalization in Retirees
Albert, S. M., Colombi, A. M., & Hanlon, J. T. (2010) · Drugs & Aging · doi:10.2165/11315990-000000000-00000 · Cited by 100 · see citing works
Inappropriate prescribing in older residents of Australian care homes
Stafford, A. C., Alswayan, M. S., & Tenni, P. C. (2010) · Journal of Clinical Pharmacy and Therapeutics · doi:10.1111/j.1365-2710.2009.01151.x · Cited by 99 · see citing works
Hilmer, S. N., Gnjidic, D., & Couteur, D. G. L. (2012) · PubMed · Cited by 98 · see citing works
Effect of the Tool to Reduce Inappropriate Medications on Medication Communication and Deprescribing
Fried, T. R., Niehoff, K. M., Street, R. L., Charpentier, P. A., Rajeevan, N., Miller, P. L., Goldstein, M. K., O’Leary, J. R., & Fenton, B. T. (2017) · Journal of the American Geriatrics Society · doi:10.1111/jgs.15042 · Cited by 94 · see citing works
Clinicians' Assessments of Electronic Medication Safety Alerts in Ambulatory Care
Weingart, S. N., Simchowitz, B., Shiman, L., Brouillard, D., Cyrulik, A., Davis, R. B., Isaac, T., Massagli, M. P., Morway, L., Sands, D. Z., et al. (2009) · Archives of Internal Medicine · doi:10.1001/archinternmed.2009.300 · Cited by 93 · see citing works
Ghibelli, S., Marengoni, A., Djade, C. D., Nobili, A., Tettamanti, M., Franchi, C., Caccia, S., Giovarruscio, F., Remuzzi, A., & Pasina, L. (2013) · Drugs & Aging · doi:10.1007/s40266-013-0109-5 · Cited by 90 · see citing works
A Mixed Method Study of the Merits of E-Prescribing Drug Alerts in Primary Care
Lapane, K. L., Waring, M. E., Schneider, K. L., Dube, C. E., & Quilliam, B. J. (2008) · Journal of General Internal Medicine · doi:10.1007/s11606-008-0505-4 · Cited by 87 · see citing works
Marasinghe, K. M. (2015) · BMJ Open · doi:10.1136/bmjopen-2014-006539 · Cited by 87 · see citing works
Mattison, M. L. P. (2010) · Archives of Internal Medicine · doi:10.1001/archinternmed.2010.244 · Cited by 85 · see citing works
Meulendijk, M. C., Spruit, M. R., Maanen, A. C. D., Numans, M. E., Brinkkemper, S., Jansen, P. A. F., & Knol, W. (2015) · Drugs & Aging · doi:10.1007/s40266-015-0270-0 · Cited by 84 · see citing works
Tamblyn, R. M., Eguale, T., Buckeridge, D. L., Huang, A. R., Hanley, J., Reidel, K. E., Shi, S., & Winslade, N. E. (2012) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2011-000609 · Cited by 81 · see citing works
Wong, A., Amato, M. G., Seger, D. L., Rehr, C., Wright, A., Slight, S. P., Beeler, P. E., Orav, E. J., & Bates, D. W. (2018) · BMJ Quality & Safety · doi:10.1136/bmjqs-2017-007531 · Cited by 77 · see citing works
Potentially inappropriate prescribing among Australian veterans and war widows/widowers
Roughead, E. E., Anderson, B. A., & Gilbert, A. L. (2007) · Internal Medicine Journal · doi:10.1111/j.1445-5994.2007.01316.x · Cited by 67 · see citing works
Awdishu, L., Coates, C., Lyddane, A., Tran, K., Daniels, C. E., Lee, J., & El-Kareh, R. E. (2015) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocv159 · Cited by 65 · see citing works
Review of structured guides for deprescribing
Scott, I. A., Anderson, K., & Freeman, C. R. (2016) · European Journal of Hospital Pharmacy · doi:10.1136/ejhpharm-2015-000864 · Cited by 58 · see citing works
Self-citationAgostini, J. V., Zhang, Y., & Inouye, S. K. (2006) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2006.01006.x · Cited by 53 · see citing works
Jubraj, B., Marvin, V., Poots, A. J., Patel, S., Bovill, I., Barnett, N. L., Issen, L., & Bell, D. (2015) · European Journal of Hospital Pharmacy · doi:10.1136/ejhpharm-2015-000664 · Cited by 48 · see citing works
Niehoff, K. M., Rajeevan, N., Charpentier, P. A., Miller, P. L., Goldstein, M. K., & Fried, T. R. (2016) · Pharmacotherapy The Journal of Human Pharmacology and Drug Therapy · doi:10.1002/phar.1751 · Cited by 48 · see citing works
Nabovati, E., Vakili-Arki, H., Taherzadeh, Z., Saberi, M. R., Medlock, S. K., Abu–Hanna, A., & Eslami, S. (2016) · Journal of Medical Systems · doi:10.1007/s10916-016-0649-4 · Cited by 48 · see citing works
Peterson, J. F., Kripalani, S. B., Danciu, I., Harrell, D., Marvanová, M., Mixon, A. S., Rodriguez, C., & Powers, J. S. (2014) · Journal of the American Geriatrics Society · doi:10.1111/jgs.13057 · Cited by 41 · see citing works
Muth, C., Harder, S., Uhlmann, L., Rochon, J., Fullerton, B., Güthlin, C., Erler, A., Beyer, M., van den Akker, M., Perera, R., et al. (2016) · BMJ Open · doi:10.1136/bmjopen-2016-011613 · Cited by 41 · see citing works
Csako, G., McGriff, N. J., Rotman-Pikielny, P., Sarlis, N. J., & Pucino, F. (2001) · Annals of Pharmacotherapy · doi:10.1345/aph.1a031 · Cited by 40 · see citing works
Price, M., Davies, I., Rusk, R., Lesperance, M., & Weber, J. H. (2017) · JMIR Medical Informatics · doi:10.2196/medinform.6226 · Cited by 40 · see citing works
Chróinín, D. N., Neto, H. M., Xiao, D., Sandhu, A., Brazel, C., Farnham, N., Perram, J., Roach, T. S., Sutherland, E., Day, R. O., et al. (2016) · Australian Journal on Ageing · doi:10.1111/ajag.12312 · Cited by 39 · see citing works
Vanderman, A. J., Moss, J. M., Bryan, W. E., Sloane, R. J., Jackson, G. L., & Hastings, S. N. (2015) · Journal of Pharmacy Practice · doi:10.1177/0897190015621803 · Cited by 35 · see citing works
Kaushal, R., Shojania, K. G., & Bates, D. W. (2003) · Archives of Internal Medicine · doi:10.1001/archinte.163.12.1409 · Cited by 30 · see citing works
Hume, A., Quilliam, B. J., Goldman, R. E., Eaton, C. B., & Lapane, K. L. (2011) · BMJ Quality & Safety · doi:10.1136/bmjqs.2010.049635 · Cited by 25 · see citing works
Colon-Emeric, C. S., Schmader, K. E., Twersky, J., Kuchibhatla, M., Kellum, S., & Weinberger, M. (2009) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2009.02387.x · Cited by 15 · see citing works
Donovan, J. L., Kanaan, A. O., Thomson, M. S., Rochon, P. A., Lee, M. M., Gavendo, L., Zhao, Y., Baril, J. L., Field, T. S., & Gurwitz, J. H. (2010) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2010.02840.x · Cited by 15 · see citing works
Young, A., Tordoff, J. M., Dovey, S. M., Reith, D. M., Lloyd, H., Tilyard, M., & Smith, A. J. (2016) · JMIR Research Protocols · doi:10.2196/resprot.5543 · Cited by 12 · see citing works
Monteiro, L., Maricoto, T., Solha, I., Monteiro‐Soares, M., & Martins, C. (2018) · BMJ Open · doi:10.1136/bmjopen-2017-018988 · Cited by 7 · see citing works
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Schork, N. J. (2019) · Cancer treatment and research · doi:10.1007/978-3-030-16391-4_11 · Cited by 518 · see citing works
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Sawan, M. J., Reeve, E., Turner, J. P., Todd, A., Steinman, M. A., Petrović, M., & Gnjidic, D. (2020) · Expert Review of Clinical Pharmacology · doi:10.1080/17512433.2020.1730812 · Cited by 124 · see citing works
Knop, M., Weber, S., Mueller, M., & Niehaves, B. (2022) · JMIR Human Factors · doi:10.2196/28639 · Cited by 103 · see citing works
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McDonald, E. G., Wu, P. E., Rashidi, B., Forster, A. J., Huang, A. R., Pilote, L., Papillon‐Ferland, L., Bonnici, A., Tamblyn, R. M., Whitty, R., et al. (2019) · Journal of the American Geriatrics Society · doi:10.1111/jgs.16040 · Cited by 88 · see citing works
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Dort, B. A. V., Zheng, W. Y., & Baysari, M. T. (2019) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2019.06.024 · Cited by 55 · see citing works
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Chang, C., Lai, H., Hwang, S., Yang, S., Wu, R., Chang, L., Lee, I.-S., Liu, H., & Chan, D. (2019) · Therapeutic Advances in Chronic Disease · doi:10.1177/2040622319879602 · Cited by 27 · see citing works
Park, Y., Kim, Y. S., Yi, B.-K., & Kim, S. M. (2019) · Healthcare Informatics Research · doi:10.4258/hir.2019.25.2.115 · Cited by 27 · see citing works
Bai, I., Isenor, J. E., Reeve, E., Whelan, A. M., Martin‐Misener, R., Burgess, S. V., & Kennie‐Kaulbach, N. (2021) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2021.12.001 · Cited by 26 · see citing works
Junius‐Walker, U., Viniol, A., Michiels‐Corsten, M., Gerlach, N., Donner‐Banzhoff, N., & Schleef, T. (2021) · Drugs & Aging · doi:10.1007/s40266-021-00861-7 · Cited by 25 · see citing works
Prasert, V., Shono, A., Chanjaruporn, F., Ploylearmsang, C., Boonnan, K., Khampetdee, A., & Akazawa, M. (2018) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.13065 · Cited by 25 · see citing works
Yao, S., Wang, R., Qian, K., & Zhang, Y. (2020) · Thoracic Cancer · doi:10.1111/1759-7714.13391 · Cited by 24 · see citing works
Mishra, A. N., Tao, Y., Keil, M., & Oh, J. (2021) · Information Systems Research · doi:10.1287/isre.2021.1064 · Cited by 22 · see citing works
Jungo, K. T., Rozsnyai, Z., Mantelli, S., Floriani, C., Löwe, A., Lindemann, F., Schwab, N., Meier, R., Elloumi, L., Huibers, C. J. A., et al. (2019) · BMJ Open · doi:10.1136/bmjopen-2019-031080 · Cited by 22 · see citing works
Saka, S. A., Oosthuizen, F., & Nlooto, M. (2019) · International Journal of Clinical Pharmacy · doi:10.1007/s11096-018-0770-1 · Cited by 18 · see citing works
Jeffries, M., Salema, N.-E., Laing, L., Shamsuddin, A., Sheikh, A., Avery, A. J., Chuter, A., Waring, J. J., & Keers, R. N. (2021) · PLoS ONE · doi:10.1371/journal.pone.0250946 · Cited by 19 · see citing works
Calvo, L. L. J., Cámara, P. G., Barrio, M. L., Gabarda, O. S., Báez, R. M., Arbonés-Mainar, J. M., González, J. A., & Monterde, V. B. (2021) · European Journal of Clinical Pharmacology · doi:10.1007/s00228-021-03186-x · Cited by 19 · see citing works
Socrates, V., Wright, D. S., Huang, T., Fereydooni, S., Dien, C., Chi, L., Albano, J., Patterson, B., Sasidhar Kanaparthy, N., Wright, C. X., et al. (2025) · JMIR Aging · doi:10.2196/69504 · Cited by 17 · see citing works
Lee, S., Bobb Swanson, M., Fillman, A., Carnahan, R. M., Seaman, A. T., & Reisinger, H. S. (2023) · Journal of the American Geriatrics Society · doi:10.1111/jgs.18047 · Cited by 16 · see citing works
Jung, S., Bae, S., Seong, D., Oh, O. H., Kim, Y., & Yi, B.-K. (2022) · JMIR Medical Informatics · doi:10.2196/40338 · Cited by 15 · see citing works
Jeffries, M., Salema, N.-E., Laing, L., Shamsuddin, A., Sheikh, A., Avery, A. J., Chuter, A., Waring, J. J., & Keers, R. N. (2023) · BMJ Open · doi:10.1136/bmjopen-2022-068798 · Cited by 15 · see citing works
Mangin, D. A., & Garfinkel, D. (2019) · Therapeutic Advances in Drug Safety · doi:10.1177/2042098619883156 · Cited by 15 · see citing works
Turner, J. P., Newport, K., McEvoy, A. M., Smith, T., Tannenbaum, C., & Kelly, D. V. (2024) · Canadian Pharmacists Journal / Revue des Pharmaciens du Canada · doi:10.1177/17151635241240737 · Cited by 14 · see citing works
Quintens, C., Coster, J. D., der Linden, L. R. V., Morlion, B. J., Nijns, E., den Bosch, B. V., Peetermans, W. E., & Spriet, I. (2020) · European Journal of Pain · doi:10.1002/ejp.1705 · Cited by 14 · see citing works
Akkawi, M. E., Mohamed, M. H. N., & Aris, M. A. (2020) · Journal of Pharmaceutical Policy and Practice · doi:10.1186/s40545-020-00236-0 · Cited by 13 · see citing works
Hu, Q., Zhao, M., Teng, F., Lin, G., Jin, Z., & Xu, T. (2024) · International Journal of Clinical Pharmacy · doi:10.1007/s11096-024-01730-0 · Cited by 11 · see citing works
Hammar, T., Hellström, L., & Ericson, L. (2020) · Pharmacy · doi:10.3390/pharmacy8030118 · Cited by 12 · see citing works
The impact of electronic medical records on clinical documentation: A case study
Torab-Miandoab, A., Samad‐Soltani, T., Jodati, A., Akbarzadeh, F., & Rezaei‐Hachesu, P. (2025) · Journal of Education and Health Promotion · doi:10.4103/jehp.jehp_320_24 · Cited by 19 · see citing works
Brünn, R., Lemke, D., Basten, J., Kellermann-Mühlhoff, P., Köberlein–Neu, J., Muth, C., van den Akker, M., & on behalf of the AdAM Study Group (2022) · Pharmaceuticals · doi:10.3390/ph15060759 · Cited by 9 · see citing works
Kegler, M. C., Rana, S., Vandenberg, A. E., Hastings, S. N., Hwang, U., Eucker, S. A., & Vaughan, C. P. (2022) · Frontiers in Health Services · doi:10.3389/frhs.2022.1053489 · Cited by 9 · see citing works
Human factors in digital healthcare systems: a critical literature review
Ogbeyemi, A., Lin, W., Odeyemi, J., Bradford, L., Yu, H., & Zhang, W. (2025) · Enterprise Information Systems · doi:10.1080/17517575.2025.2524847 · Cited by 10 · see citing works
Alkathiri, S., Alothman, R., Ata, S. I., & AlRuthia, Y. S. (2025) · Healthcare · doi:10.3390/healthcare13080946 · Cited by 8 · see citing works
Bowers, H. M., Kendrick, T., van Ginneken, N., Glowacka, M., Williams, S. J., Leydon, G., May, C. R., Dowrick, C. F., Moncrieff, J., Johnson, C. F. A., et al. (2021) · Journal of Medical Internet Research · doi:10.2196/25537 · Cited by 8 · see citing works
Schutijser, B. C. F. M., Jongerden, I. P., Klopotowska, J. E., Moesker, M. J., Langelaan, M., Wagner, C., & de Bruijne, M. C. (2020) · BMJ Open · doi:10.1136/bmjopen-2020-038037 · Cited by 8 · see citing works
Seiberth, S., Mannell, H., Birkenmaier, C., Neuerburg, C., Smolka, V., Andraschko, M., & Strobach, D. (2022) · Journal of Clinical Pharmacy and Therapeutics · doi:10.1111/jcpt.13697 · Cited by 8 · see citing works
Ali, S. I., Jung, S. W., Bilal, H. S. M., Lee, S. H., Hussain, J., Afzal, M., Hussain, M., Ali, T., Chung, T., & Lee, S. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19010226 · Cited by 9 · see citing works
Baclet, N., Calafiore, M., Fregnac, C., Gavazzi, G., Forestier, E., Baudron, C. R., Fraisse, T., Alfandari, S., Senneville, E., & Beuscart, J. (2022) · Infectious Diseases Now · doi:10.1016/j.idnow.2022.02.004 · Cited by 7 · see citing works
Electronic health records with decision support systems for sharper diagnoses: bibliometric analysis
Abdelaziz, T., & Rosa, E. M. (2024) · International Journal of Advances in Applied Sciences · doi:10.11591/ijaas.v13.i2.pp411-418 · Cited by 10 · see citing works
Classification of Musculoskeletal Radiograph Requisition Appropriateness Using Machine Learning
Hugh, Z., Alabousi, A., & Mironov, O. (2022) · Canadian Association of Radiologists Journal · doi:10.1177/08465371221121074 · Cited by 6 · see citing works
The impact of including a medication review in an integrated care pathway: A pilot study
Payen, A., Godard‐Sebillotte, C., Sourial, N., Soula, J., Verloop, D., Defebvre, M.-M., Dupont, C., Dambre, D., Lamer, A., & Beuscart, J. (2022) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.15543 · Cited by 6 · see citing works
Aminzade, Z., Mehrizi, R., Mirian, S., Asl, I. M., Nasehi, M. M., Effatpanah, M., Gholamnezhad, M., Armand, N., Karami, H., & Ghamkhar, L. (2026) · Journal of the American Geriatrics Society · doi:10.1111/jgs.70379 · Cited by 5 · see citing works
Jungo, K. T., Deml, M. J., Schalbetter, F., Moor, J., Feller, M., Lüthold, R. V., Huibers, C. J. A., Sallevelt, B. T. G. M., Meulendijk, M. C., Spruit, M. R., et al. (2024) · BMC Health Services Research · doi:10.1186/s12913-024-10773-y · Cited by 5 · see citing works
Liew, E. J. Y., Koh, S. G. M., Kwok, A. O. J., Poh, Y. H., & French, J. (2021) · The ICT and Evolution of Work · doi:10.1007/978-981-33-4126-5_5 · Cited by 5 · see citing works
Васильевна, Л. М. (2021) · Meditsinskiy sovet = Medical Council · doi:10.21518/2079-701x-2021-14-150-157 · Cited by 5 · see citing works
Xing, X., Wang, K., Wang, Z.-Z., Li, X., Liu, J., Liu, C., Qiu, Y., Yan, S., Dong, X., & Zhang, L. (2025) · International Journal of Clinical Pharmacy · doi:10.1007/s11096-025-01977-1 · Cited by 5 · see citing works
Chen, Q., Wang, L., Lin, M., Chen, W., Wu, W., & Chen, Y. (2022) · European Journal of Hospital Pharmacy · doi:10.1136/ejhpharm-2021-003170 · Cited by 4 · see citing works
Parkhurst, E., Calonico, E., & Noh, G. J. (2020) · Journal of Medical Systems · doi:10.1007/s10916-020-01615-5 · Cited by 4 · see citing works
Chronic-pharma: New Platform for Chronic Patients Pharmacotherapy Optimization
Villalba-Moreno, Á. M., Galván-Banqueri, M., Pérez, A. R., Guzmán, M. D. T., López-Hermoso, C., Sánchez‐Fidalgo, S., Santos‐Ramos, B., & Lara, E. R. A. (2022) · Journal of Medical Systems · doi:10.1007/s10916-022-01808-0 · Cited by 4 · see citing works
Eliminating medication overload: A national action plan
Working Group on Medication Overload (2020) · doi:10.46241/li.ylbw4885 · Cited by 4 · see citing works
Mouazer, A., Dubois, S., Léguillon, R., Boudegzdame, N., Levrard, T., Bars, Y. L., Simon, C., Brigitte Séroussi, A., Julien Grosjean, A., Lelong, R., et al. (2025) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2025.06.006 · Cited by 3 · see citing works
Karajizadeh, M., Zand, F., Vazin, A., Nasiri, M., Sarikhani, Y., & Sharifian, R. (2022) · Shiraz E-Medical Journal · doi:10.5812/semj-120195 · Cited by 3 · see citing works
Baclet, N., Forestier, E., Gavazzi, G., Baudron, C. R., Hiernard, V., Héquette-Ruz, R., Alfandari, S., Aumaître, H., Botelho-Nevers, É., Caraux-Paz, P., et al. (2024) · Antibiotics · doi:10.3390/antibiotics13030283 · Cited by 3 · see citing works
Computerized Provider Order Entry
Qian, S. (2019) · Springer eBooks · doi:10.1007/978-3-319-69892-2_444-1 · Cited by 3 · see citing works
Payen, A., Tlili, N. E., Cousein, E., Ferret, L., Bozec, A. L., Lenglet, A., Marcilly, R., Pilven, P., Potier, A., Rousselière, C., et al. (2024) · Trials · doi:10.1186/s13063-024-08569-w · Cited by 3 · see citing works
Masnoon, N., Lo, S. Y., Baysari, M. T., Bennett, A. A., McLachlan, A. J., Blyth, F., Duong, M. H., & Hilmer, S. N. (2024) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.14220 · Cited by 2 · see citing works
Potentially inappropriate medicines for older people: consensus-based lists
Choo, A. (2025) · Australian Prescriber · doi:10.18773/austprescr.2025.030 · Cited by 2 · see citing works
Syrowatka, A., Motala, A., Lawson, E. K., & Shekelle, P. (2025) · BMJ Digital Health & AI · doi:10.1136/bmjdhai-2025-000083 · Cited by 2 · see citing works
Zou, X., & Chen, S. (2025) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2025.103283 · Cited by 2 · see citing works
Kuramochi, S., Yatomi, T., Uchida, T., Takeuchi, H., Mimura, M., & Uchida, H. (2022) · Pharmacopsychiatry · doi:10.1055/a-1744-6582 · Cited by 2 · see citing works
Lamy, J.-B., Mouazer, A., Léguillon, R., Lelong, R., Darmoni, S. J., Sedki, K., Dubois, S., & Hector Falcoff, C. (2024) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-024-02742-6 · Cited by 2 · see citing works
Click, care, connect: incorporating nursing informatics into undergraduate nursing curricula
Harerimana, A., Wicking, K., Biedermann, N., & Yates, K. (2025) · Informatics for Health and Social Care · doi:10.1080/17538157.2025.2582852 · Cited by 3 · see citing works
Digitalisation of the drug prescribing process in Swiss hospitals – results of a survey
Vonbach, P., Lutters, M., Suter, B. W., Voirol, P., Higi, L., & Thurnherr, E. H. (2022) · European Journal of Hospital Pharmacy · doi:10.1136/ejhpharm-2022-003491 · Cited by 2 · see citing works
Computerized Provider Order Entry
Qian, S. (2021) · Springer eBooks · doi:10.1007/978-3-030-22009-9_444 · Cited by 2 · see citing works
Electronic Medical Records (EMR) For Nursing Documentation: A Concept Analysis
Sulaiman, M. A., Arifudin, A., & Hakim, R. (2024) · Advances in health sciences research/Advances in Health Sciences Research · doi:10.2991/978-94-6463-467-9_14 · Cited by 1 · see citing works
Boisvert, S., Nelson, M. M. W., & Ross, J. M. (2024) · Journal of Patient Safety · doi:10.1097/pts.0000000000001300 · Cited by 1 · see citing works
Effectiveness of Patient-Directed Education to Sustain Deprescribing: A Pragmatic Trial
Jones, K. F., Stolzmann, K. L., Wormwood, J. B., Pendergast, J. N., Miller, C. J., Still, M., Bokhour, B. G., Hanlon, J. T., Simon, S. R., Rosen, A. K., et al. (2025) · Drugs & Aging · doi:10.1007/s40266-025-01251-z · Cited by 1 · see citing works
Causality, severity and avoidability of adverse drug reactions in children: An 11‐year review
Gaafar, D., Cranswick, N., Dimond, R., Iles, M., Weerdenburg, H., Christodoulou, J., & Gwee, A. (2025) · British Journal of Clinical Pharmacology · doi:10.1002/bcp.70365 · Cited by 1 · see citing works
Configuration Systems Applied to the Healthcare Sector for an Enhanced Prescription Process
Gay, I. C., & Hvam, L. (2021) · Lecture notes in mechanical engineering · doi:10.1007/978-3-030-90700-6_94 · Cited by 1 · see citing works
Soobiah, C., Phung, M., Tadrous, M., Jamieson, T., Bhatia, R. S., & Desveaux, L. (2022) · JMIR Formative Research · doi:10.2196/27158 · Cited by 1 · see citing works
Side Effect Alerts Generation from EHR in Polish
Jaworski, W., Marciniak, M., & Mykowiecka, A. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-77967-2_52 · Cited by 1 · see citing works
Quintens, C., Peetermans, W. E., der Linden, L. R. V., Declercq, P. E., den Bosch, B. V., & Spriet, I. (2022) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-022-01921-7 · Cited by 1 · see citing works
Barcia, R. E., Keller, G. A., Azzato, F., Diez, R. A., Sielecki, M., Kleine, R. S., Lescano, J. A., & Giunti, G. (2023) · Reviews on Recent Clinical Trials · doi:10.2174/1574887118666230208124744 · Cited by 1 · see citing works
Preventing medication‐related harm: Perfect is the enemy of the good
Sijpe, G. V. D., Quintens, C., Spriet, I., & der Linden, L. R. V. (2020) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.14673 · Cited by 1 · see citing works
Awuor, M. A., & Wamae, P. (2020) · doi:10.7176/ikm/10-7-08
Potentials and prospects for digital medical ecosystems
Belyalov, F. I. (2022) · Clinical Medicine (Russian Journal) · doi:10.30629/0023-2149-2021-99-11-12-602-607
Yi, B.-K., Jung, S., Bae, S., Seong, D., Oh, O. H., & Kim, Y. (2022) · doi:10.2196/preprints.40338
Awuor, M. A., & Wamae, P. (2021) · doi:10.7176/ikm/11-1-03
Nugroho, D. C. A., Chrisantyo, L., Adisaputro, K., Septarda, A. B., Naibaho, Y. P., & Su, E. C. (2023) · International Conference on Medical and Health Informatics (ICMHI) · doi:10.1145/3608298.3608341
Comparison of drug utilization across different prescribers and different health care settings
MacBride‐Stewart, S., Zagorodnikova, K., & Langner, I. (2024) · doi:10.1002/9781119911685.ch26
Redmond, P., & Grimes, T. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-29025-1.00002-3
Liang, S., Liang, C., Chen, W., Huang, C., Lai, C., Lin, I., Chang, H., Hsu, Y., Yeh, C., Chang‐Chien, P., et al. (2025) · British Journal of Clinical Pharmacology · doi:10.1002/bcp.70397
- Authors
- Scott, I. A., Pillans, P. I., Barras, M., & Morris, C.
- Affiliations
- Princess Alexandra Hospital (AU)
- The University of Queensland (AU)
- Queensland Health (AU)
- Corresponding author
- Scott, Ian A.
- Venue
- Therapeutic Advances in Drug Safety
- Publisher
- SAGE Publications
- Published
- 2018-07-12
- Volume
- 9
- Issue
- 9
- Pages
- 559-573
- ISSN
- 2042-0986 (ISSN-L)
- 2042-0994
- PMC
- PMC6116772
- OpenAlex
- W2874356702
- Cited by
- 114
- References
- 68
- Citations by year
- 2026: 4 · 2025: 16 · 2024: 15 · 2023: 6 · 2022: 25 · 2021: 18 · 2020: 13 · 2019: 16 · 2018: 1
- FWCI
- 1.35
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Therapeutic Advances in Drug Safety (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Geriatrics and Gerontology › Pharmaceutical Practices and Patient Outcomes
- Health Sciences › Health Professions › Health Information Management › Electronic Health Records Systems
- Health Sciences › Health Professions › Health Information Management › Medical Coding and Health Information
- Keywords
- potentially inappropriate medications, computerized decision support systems, electronic health records, drug prescribing, older adults, electronic prescribing, computerized physician order entry, drug safety, adverse drug reactions, residential aged care facilities, outpatient care, hospital prescribing
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