Evaluation of medication dose alerts in pediatric inpatients
Abstract
Objective This study evaluates the impact of 12,093 consecutive dose alerts generated by a computerized provider order entry system on pediatric medication ordering.Patients and methods All medication orders entered and all resulting medication dose alerts at the Johns Hopkins Children's Medical and Surgical Center in 2010, were retrospectively evaluated. Inclusion criteria were hospitalized patients less than 21 years old. There were no exclusion criteria.Results During 2010, there were 7738 admissions for 5553 unique patients. A total of 182,308 medication orders for 1092 unique medications were submitted by providers. Six percent (11,155) of orders or order attempts generated alerts for 2046 patients and 524 medications. Two categories of alerts were analyzed: dose range alerts and informational alerts. 73.4% (8187) of all alerts were dose range alerts, with a compliance rate of 8.5% (694); 26.6% (2968) were informational alerts, with a compliance rate of 5.5% (163).Conclusions We found that underdosing alerts provide less value to providers than overdosing alerts. However, the low compliance with the alerts should trigger the evaluation of clinical practice behavior and the existing alert thresholds. Informational alerts noting the absence of established dosing guidelines had little effect on provider behavior and should be avoided when building a dose range alert system.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Similar override rates of over 90% have been found in drug dose alerts.
“Similar override rates of over 90% have been found in drug dose alerts [21].”
From Drug interaction alert override rates in the Meaningful Use era: No evidence of progress (2014) · cites this paper as [21]
Cites
Wall, A. (2000) · British Journal of Healthcare Management · doi:10.12968/bjhc.2000.6.9.19311 · Cited by 5,909 · see citing works
Medication Errors and Adverse Drug Events in Pediatric Inpatients
Kaushal, R. (2001) · JAMA · doi:10.1001/jama.285.16.2114 · Cited by 1,917 · see citing works
Ash, J. S. (2003) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1471 · Cited by 1,789 · see citing works
Bates, D. W. (1997) · JAMA · doi:10.1001/jama.277.4.307 · Cited by 1,678 · see citing works
Brown, A. B., & Patterson, D. A. (2001) · Cited by 1,396 · see citing works
The Costs of Adverse Drug Events in Hospitalized Patients
Bates, D. W. (1997) · JAMA · doi:10.1001/jama.1997.03540280045032 · Cited by 1,072 · see citing works
Drug-related morbidity and mortality. A cost-of-illness model
Johnson, J. A. (1995) · Archives of Internal Medicine · doi:10.1001/archinte.155.18.1949 · Cited by 942 · see citing works
Preventing Medication Errors: Quality Chasm Series
(2007) · doi:10.17226/11623 · Cited by 829 · see citing works
Drug-Related Morbidity and Mortality
Johnson, J. A. (1995) · Archives of Internal Medicine · doi:10.1001/archinte.1995.00430180043006 · Cited by 619 · see citing works
Impicciatore, P., Choonara, I., Clarkson, A., Provasi, D., Pandolfini, C., & Bonati, M. R. (2001) · British Journal of Clinical Pharmacology · doi:10.1046/j.0306-5251.2001.01407.x · Cited by 512 · see citing works
The Extent and Importance of Unintended Consequences Related to Computerized Provider Order Entry
Ash, J. S., Sittig, D. F., Poon, E. G., Guappone, K. P., Campbell, E., & Dykstra, R. H. (2007) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m2373 · Cited by 500 · see citing works
Fortescue, E. B., Kaushal, R., Landrigan, C. P., McKenna, K. J., Clapp, M., Federico, F. A., Goldmann, D. A., & Bates, D. W. (2003) · PEDIATRICS · doi:10.1542/peds.111.4.722 · Cited by 462 · see citing works
The Epidemiology of Prescribing Errors: The Potential Impact of Computerized Prescriber Order Entry
Bobb, A., Gleason, K., Husch, M., Feinglass, J., Yarnold, P. R., & Noskin, G. A. (2004) · Archives of Internal Medicine · doi:10.1001/archinte.164.7.785 · Cited by 359 · see citing works
Kesselheim, A. S., Cresswell, K., Phansalkar, S., Bates, D. W., & Sheikh, A. (2011) · Health Affairs · doi:10.1377/hlthaff.2010.1111 · Cited by 277 · see citing works
Incidence and Nature of Dosing Errors in Paediatric Medications
Wong, I. C. K., Ghaleb, M. A., Franklin, B. D., & Barber, N. (2004) · Drug Safety · doi:10.2165/00002018-200427090-00004 · Cited by 276 · see citing works
Takata, G. S., Mason, W. H., Taketomo, C. K., Logsdon, T. R., & Sharek, P. J. (2008) · PEDIATRICS · doi:10.1542/peds.2007-1779 · Cited by 249 · see citing works
Incidence and Impact of Adverse Drug Events in Pediatric Inpatients
Holdsworth, M. T., Fichtl, R. E., Behta, M., Raisch, D. W., Mendez-Rico, E., Adams, A. B., Greifer, M. K., Bostwick, S. B., & Greenwald, B. M. (2003) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/archpedi.157.1.60 · Cited by 143 · see citing works
Reported Adverse Drug Events in Infants and Children Under 2 Years of Age
Moore, T. J., Weiss, S. R., Kaplan, S., & Blaisdell, C. J. (2002) · PEDIATRICS · doi:10.1542/peds.110.5.e53 · Cited by 137 · see citing works
Preventing Provider Errors: Online Total Parenteral Nutrition Calculator
Lehmann, C. U., Conner, K. G., & Cox, J. M. (2004) · PEDIATRICS · doi:10.1542/peds.113.4.748 · Cited by 128 · see citing works
Self-citationCash, J. J. (2009) · American Journal of Health-System Pharmacy · doi:10.2146/ajhp090181 · Cited by 126 · see citing works
Buckley, M. S., Erstad, B. L., Kopp, B. J., Theodorou, A. A., & Priestley, G. (2007) · Pediatric Critical Care Medicine · doi:10.1097/01.pcc.0000257038.39434.04 · Cited by 113 · see citing works
Holdsworth, M. T., Fichtl, R. E., Raisch, D. W., Hewryk, A., Behta, M., Mendez-Rico, E., Wong, C. L., Cohen, J., Bostwick, S. B., & Greenwald, B. M. (2007) · PEDIATRICS · doi:10.1542/peds.2006-3160 · Cited by 106 · see citing works
Calculation of drug dosage and body surface area of children
Lack, J. A., & Stuart‐Taylor, M. E. (1997) · British Journal of Anaesthesia · doi:10.1093/bja/78.5.601 · Cited by 104 · see citing works
Kunac, D. L., Kennedy, J., Austin, N. C., & Reith, D. M. (2009) · Pediatric Drugs · doi:10.2165/00148581-200911020-00005 · Cited by 96 · see citing works
Kazemi, A., Ellenius, J., Pourasghar, F., Tofighi, S., Salehi, A., Amanati, A., & Fors, U. (2009) · Journal of Medical Systems · doi:10.1007/s10916-009-9338-x · Cited by 95 · see citing works
Computerized Order Entry With Limited Decision Support to Prevent Prescription Errors in a PICU
Kadmon, G., Bron‐Harlev, E., Nahum, E., Schiller, O., Haski, G., & Shonfeld, T. (2009) · PEDIATRICS · doi:10.1542/peds.2008-2737 · Cited by 89 · see citing works
Russ, A. L., Zillich, A. J., McManus, M. S., Doebbeling, B. N., & Saleem, J. J. (2012) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2012.01.002 · Cited by 83 · see citing works
Understanding handling of drug safety alerts: a simulation study
van der Sijs, H., van Gelder, T., Vulto, A., Berg, M., & Aarts, J. (2010) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2010.01.008 · Cited by 72 · see citing works
Electronic Prescribing Systems in Pediatrics: The Rationale and Functionality Requirements
Gerstle, R. S., & Lehmann, C. U. (2007) · PEDIATRICS · doi:10.1542/peds.2007-0889 · Cited by 54 · see citing works
Self-citationPrevention of Medication Errors
Lehmann, C. U., & Kim, G. R. (2005) · Clinics in Perinatology · doi:10.1016/j.clp.2004.10.003 · Cited by 47 · see citing works
Self-citationJani, Y. H., Barber, N., & Wong, I. C. K. (2011) · International Journal of Pharmacy Practice · doi:10.1111/j.2042-7174.2011.00132.x · Cited by 44 · see citing works
Chaffee, B. W., & Zimmerman, C. R. (2010) · American Journal of Health-System Pharmacy · doi:10.2146/ajhp090153 · Cited by 44 · see citing works
Computerized Provider Order Entry in Pediatric Oncology: Design, Implementation, and Outcomes
Chen, A. R., & Lehmann, C. U. (2011) · Journal of Oncology Practice · doi:10.1200/jop.2011.000344 · Cited by 40 · see citing works
Self-citationComputerized detection of adverse drug reactions in the medical intensive care unit
Kane‐Gill, S. L., Visweswaran, S., Saul, M. I., Wong, A.-K. I., Penrod, L. E., & Handler, S. M. (2011) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2011.04.005 · Cited by 35 · see citing works
A clinical data warehouse-based process for refining medication orders alerts
Boussadi, A., Caruba, T., Zapletal, É., Sabatier, B., Durieux, P., & Patrice Degoulet, A. (2012) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2012-000850 · Cited by 28 · see citing works
Chapman, A., Lehmann, C. U., Donohue, P., & Aucott, S. W. (2012) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2011.12.006 · Cited by 27 · see citing works
Self-citationGuillot, E., Sermet‐Gaudelus, I., Ferroni, A., Chhun, S., Pons, G., Zahar, J., & Jullien, V. (2010) · Pharmacotherapy The Journal of Human Pharmacology and Drug Therapy · doi:10.1592/phco.30.12.1252 · Cited by 19 · see citing works
Wu, R. C. (2006) · PubMed · Cited by 2 · see citing works
Flagged first, then by citations
2 of the 40 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Drug interaction alert override rates in the Meaningful Use era: No evidence of progress
Bryant, A. D., Fletcher, G. S., & Payne, T. H. (2014) · Applied Clinical Informatics · doi:10.4338/aci-2013-12-ra-0103 · Cited by 172 · see citing works
Hussain, M., Reynolds, T. L., & Zheng, K. (2019) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocz095 · Cited by 137 · see citing works
Use of Electronic Health Record Systems by Office-Based Pediatricians
Lehmann, C. U., O’Connor, K. G., Shorte, V. A., & Johnson, T. D. (2014) · PEDIATRICS · doi:10.1542/peds.2014-1115 · Cited by 88 · see citing works
Self-citationMeaningful Use of Electronic Health Records: Experiences From the Field and Future Opportunities
Slight, S. P., Berner, E. S., Galanter, W., Huff, S. M., Lambert, B. L., Lannon, C., Lehmann, C. U., McCourt, B. J., McNamara, M., Menachemi, N., et al. (2015) · JMIR Medical Informatics · doi:10.2196/medinform.4457 · Cited by 69 · see citing works
Self-citationTolley, C. L., Forde, N. E., Coffey, K. L., Sittig, D. F., Ash, J. S., Husband, A., Bates, D. W., & Slight, S. P. (2017) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocx124 · Cited by 51 · see citing works
An Analysis of 34,218 Pediatric Outpatient Controlled Substance Prescriptions
George, J. A., Park, P. S., Hunsberger, J., Shay, J. E., Lehmann, C. U., White, E., Lee, B. H., & Yaster, M. (2015) · Anesthesia & Analgesia · doi:10.1213/ane.0000000000001081 · Cited by 41 · see citing works
Self-citationTrends in Use of Electronic Health Records in Pediatric Office Settings
Temple, M. W., Sisk, B., Krams, L., Schneider, J. H., Kirkendall, E. S., & Lehmann, C. U. (2018) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2018.10.039 · Cited by 40 · see citing works
Self-citationElshayib, M., & Pawola, L. M. (2020) · Health Informatics Journal · doi:10.1177/1460458220941750 · Cited by 31 · see citing works
Ruutiainen, H. K., Holmström, A.-R., Kunnola, E., & Kuitunen, S. K. (2024) · Pediatric Drugs · doi:10.1007/s40272-023-00614-6 · Cited by 20 · see citing works
Saiyed, S. M., Davis, K. R., & Kaelber, D. C. (2019) · Applied Clinical Informatics · doi:10.1055/s-0039-1697596 · Cited by 20 · see citing works
Special Requirements of Electronic Health Record Systems in Pediatrics: Clinical Report
Dufendach, K. R., Lehmann, C. U., Spooner, S. A., Suresh, S., Chaparro, J. D., Cheek, K., Harper, M. B., Kennedy, B. P., Lourie, E. M., O’Donnell, H. C., et al. (2024) · PEDIATRICS · doi:10.1542/peds.2024-068509 · Cited by 15 · see citing works
Self-citationPrescription order risk factors for pediatric dosing alerts
Stultz, J. S., Porter, K. M., & Nahata, M. C. (2014) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2014.11.005 · Cited by 13 · see citing works
Farré, A., & Cummins, C. (2016) · BMJ Open · doi:10.1136/bmjopen-2015-010444 · Cited by 13 · see citing works
Furmaga, J., Courtney, D. M., Lehmann, C. U., Green, W., O’Connell, E. J., Diercks, D. B., Ott, J., & McDonald, S. (2021) · Academic Emergency Medicine · doi:10.1111/acem.14379 · Cited by 10 · see citing works
Self-citationPediatricians’ Understanding and Experiences of an Electronic Clinical-Decision-Support-System
Nydert, P., Vég, A., Bastholm‐Rahmner, P., & Lindemalm, S. (2017) · Online Journal of Public Health Informatics · doi:10.5210/ojphi.v9i3.8149 · Cited by 8 · see citing works
Complexities of Clinical Decision Support Illustrated by Pediatric Dosing Alerts
Stultz, J. S., & Nahata, M. C. (2015) · Annals of Pharmacotherapy · doi:10.1177/1060028015604632 · Cited by 6 · see citing works
Better Guidelines and Policies: AAP’s Partnership for Policy Implementation
Lehmann, C. U., Adams, W. G., Chaparro, J. D., Fiks, A. G., Grout, R. W., Leu, M. G., Mendonça, E. A., Michel, J. J., Okechukwu, K., Salmon, J., et al. (2024) · PEDIATRICS · doi:10.1542/peds.2023-061360 · Cited by 4 · see citing works
Self-citationThe Benefits of Big Data Analytics in the Healthcare Sector
Darrel, A., Hume, M., Hardie, T., & Soar, J. (2015) · IGI Global eBooks · doi:10.4018/978-1-4666-8756-1.ch043 · Cited by 4 · see citing works
Raven, K., Zhang, J., Vagliano, I., Jaspers, M., Peute, L., & Medlock, S. K. (2025) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2025.106011 · Cited by 3 · see citing works
Assessment of Different Methods for Pediatric Meningitis Dosing Clinical Decision Support
Stultz, J. S., Taylor, P. D., & McKenna, S. (2018) · Annals of Pharmacotherapy · doi:10.1177/1060028018788688 · Cited by 3 · see citing works
SuperOrder: Provider order recommendation system for outpatient clinics
Sung, Y.-S., Dravenstott, R. W., Darer, J. D., Devapriya, P., & Kumara, S. R. T. (2019) · Health Informatics Journal · doi:10.1177/1460458219857383 · Cited by 3 · see citing works
The Benefits of Big Data Analytics in the Healthcare Sector
Darrel, A., Hume, M., Hardie, T., & Soar, J. (2015) · Advances in bioinformatics and biomedical engineering book series · doi:10.4018/978-1-4666-6611-5.ch018 · Cited by 2 · see citing works
Qualitative Study of Inpatient Hospital Medicine Interruptive Alerts and Clinical Decision Support
Khan, A., & Schnipper, J. (2026) · Applied Clinical Informatics · doi:10.1055/a-2955-9555
Clinical Decision Support Improves Adherence to Pediatric Antimicrobial Renal Dosing Guidelines
Quach, A., Ateya, M., & Zimmerman, C. (2018) · ACI Open · doi:10.1055/s-0038-1667296
Medicamentos de alto riesgo en pediatría: Revisión sistemática
Romero-Maldonado, W. L., Mesa-Cano, I. C., Ramírez‐Coronel, A. A., & Moyano-Brito, E. G. (2021) · Pro Sciences Revista de Producción Ciencias e Investigación · doi:10.29018/issn.2588-1000vol5iss40.2021pp212-222
Souza, A. C. D., FANTO, A. J., Silva, G. G. D., NEVES, J. D., da Silva, A. L. F., Direito, R. B. C., da Silva, S. H., Pozzan, R., Filho, R., de Almeida, L. F., et al. (2026) · doi:10.22533/at.ed.011112620016
- Authors
- Scharnweber, C., Lau, B. D., Mollenkopf, N., Thiemann, D. R., Veltri, M. A., & Lehmann, C. U.
- Affiliations
- Medizinische Hochschule Hannover (DE)
- Johns Hopkins University (US)
- Vanderbilt University (US)
- Corresponding author
- Lehmann, Christoph U.
- Venue
- International Journal of Medical Informatics
- Publisher
- Elsevier BV
- Published
- 2013-08
- Volume
- 82
- Issue
- 8
- Pages
- 676-683
- ISSN
- 1386-5056 (ISSN-L)
- OpenAlex
- W2040218371
- Cited by
- 26
- References
- 40
- Citations by year
- 2026: 1 · 2025: 1 · 2024: 3 · 2021: 2 · 2020: 1 · 2019: 4 · 2018: 3 · 2017: 2 · 2016: 1 · 2015: 5 · 2014: 3
- FWCI
- 5.20
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Medical Informatics (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Health Professions › Health Information Management › Electronic Health Records Systems
- Health Sciences › Health Professions › Emergency Medical Services › Patient Safety and Medication Errors
- Health Sciences › Medicine › Surgery › Healthcare Technology and Patient Monitoring
- Keywords
- computerized physician order entry, hospitalized children, alarm thresholds, dosing recommendations, medication ordering
- MeSH terms
- Adolescent, Adult, Child, Child, Preschool, Drug Therapy, Computer-Assisted, Female, Humans, Infant, Infant, Newborn, Male, Medication Errors, Reminder Systems, Medical Order Entry Systems, Drug Dosage Calculations, Young Adult, Tertiary Care Centers
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review