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Published in: Systematic Reviews 1/2014

Open Access 01-12-2014 | Research

The effectiveness of computerized order entry at reducing preventable adverse drug events and medication errors in hospital settings: a systematic review and meta-analysis

Authors: Teryl K Nuckols, Crystal Smith-Spangler, Sally C Morton, Steven M Asch, Vaspaan M Patel, Laura J Anderson, Emily L Deichsel, Paul G Shekelle

Published in: Systematic Reviews | Issue 1/2014

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Abstract

Background

The Health Information Technology for Economic and Clinical Health (HITECH) Act subsidizes implementation by hospitals of electronic health records with computerized provider order entry (CPOE), which may reduce patient injuries caused by medication errors (preventable adverse drug events, pADEs). Effects on pADEs have not been rigorously quantified, and effects on medication errors have been variable. The objectives of this analysis were to assess the effectiveness of CPOE at reducing pADEs in hospital-related settings, and examine reasons for heterogeneous effects on medication errors.

Methods

Articles were identified using MEDLINE, Cochrane Library, Econlit, web-based databases, and bibliographies of previous systematic reviews (September 2013). Eligible studies compared CPOE with paper-order entry in acute care hospitals, and examined diverse pADEs or medication errors. Studies on children or with limited event-detection methods were excluded. Two investigators extracted data on events and factors potentially associated with effectiveness. We used random effects models to pool data.

Results

Sixteen studies addressing medication errors met pooling criteria; six also addressed pADEs. Thirteen studies used pre-post designs. Compared with paper-order entry, CPOE was associated with half as many pADEs (pooled risk ratio (RR) = 0.47, 95% CI 0.31 to 0.71) and medication errors (RR = 0.46, 95% CI 0.35 to 0.60). Regarding reasons for heterogeneous effects on medication errors, five intervention factors and two contextual factors were sufficiently reported to support subgroup analyses or meta-regression. Differences between commercial versus homegrown systems, presence and sophistication of clinical decision support, hospital-wide versus limited implementation, and US versus non-US studies were not significant, nor was timing of publication. Higher baseline rates of medication errors predicted greater reductions (P < 0.001). Other context and implementation variables were seldom reported.

Conclusions

In hospital-related settings, implementing CPOE is associated with a greater than 50% decline in pADEs, although the studies used weak designs. Decreases in medication errors are similar and robust to variations in important aspects of intervention design and context. This suggests that CPOE implementation, as subsidized under the HITECH Act, may benefit public health. More detailed reporting of the context and process of implementation could shed light on factors associated with greater effectiveness.
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Literature
1.
go back to reference Blumenthal D: Wiring the health system–origins and provisions of a new federal program. N Engl J Med. 2011, 365 (24): 2323-2329.CrossRefPubMed Blumenthal D: Wiring the health system–origins and provisions of a new federal program. N Engl J Med. 2011, 365 (24): 2323-2329.CrossRefPubMed
2.
go back to reference Classen DC, Bates DW: Finding the meaning in meaningful use. N Engl J Med. 2011, 365 (9): 855-8. doi:10.1056/NEJMsb1103659CrossRefPubMed Classen DC, Bates DW: Finding the meaning in meaningful use. N Engl J Med. 2011, 365 (9): 855-8. doi:10.1056/NEJMsb1103659CrossRefPubMed
3.
go back to reference Desroches CM, Charles D, Furukawa MF, Joshi MS, Kralovec P, Mostashari F, Worzala C, Jha AK: Adoption of electronic health records grows rapidly, but fewer than half of US hospitals had at least a basic system in 2012. Health Aff (Millwood). 2013, 32 (8): 1478-1485.CrossRef Desroches CM, Charles D, Furukawa MF, Joshi MS, Kralovec P, Mostashari F, Worzala C, Jha AK: Adoption of electronic health records grows rapidly, but fewer than half of US hospitals had at least a basic system in 2012. Health Aff (Millwood). 2013, 32 (8): 1478-1485.CrossRef
4.
go back to reference Eslami S, de Keizer NF, Abu-Hanna A: The impact of computerized physician medication order entry in hospitalized patients–a systematic review. Int J Med Inform. 2008, 77 (6): 365-376.CrossRefPubMed Eslami S, de Keizer NF, Abu-Hanna A: The impact of computerized physician medication order entry in hospitalized patients–a systematic review. Int J Med Inform. 2008, 77 (6): 365-376.CrossRefPubMed
5.
go back to reference Weir CR, Staggers N, Phansalkar S: The state of the evidence for computerized provider order entry: a systematic review and analysis of the quality of the literature. Int J Med Inform. 2009, 78 (6): 365-374.CrossRefPubMed Weir CR, Staggers N, Phansalkar S: The state of the evidence for computerized provider order entry: a systematic review and analysis of the quality of the literature. Int J Med Inform. 2009, 78 (6): 365-374.CrossRefPubMed
6.
go back to reference Bates D, Cullen D, Laird N, Petersen L, Small S, Servi D, Laffel G, Sweitzer B, Shea B, Hallisey R, Vandervliet M, Nemeskal R, Leape LL: Incidence of adverse drug events and potential adverse drug events: implications for prevention: ADE prevention study group. JAMA. 1995, 274 (1): 29-34.CrossRefPubMed Bates D, Cullen D, Laird N, Petersen L, Small S, Servi D, Laffel G, Sweitzer B, Shea B, Hallisey R, Vandervliet M, Nemeskal R, Leape LL: Incidence of adverse drug events and potential adverse drug events: implications for prevention: ADE prevention study group. JAMA. 1995, 274 (1): 29-34.CrossRefPubMed
7.
go back to reference Campbell EM, Sittig DF, Ash JS, Guappone KP, Dykstra RH: Types of unintended consequences related to computerized provider order entry. J Am Med Inform Assoc. 2006, 13 (5): 547-556.CrossRefPubMedPubMedCentral Campbell EM, Sittig DF, Ash JS, Guappone KP, Dykstra RH: Types of unintended consequences related to computerized provider order entry. J Am Med Inform Assoc. 2006, 13 (5): 547-556.CrossRefPubMedPubMedCentral
8.
go back to reference Koppel R, Metlay JP, Cohen A, Abaluck B, Localio AR, Kimmel SE, Strom BL: Role of computerized physician order entry systems in facilitating medication errors. JAMA. 2005, 293 (10): 1197-1203.CrossRefPubMed Koppel R, Metlay JP, Cohen A, Abaluck B, Localio AR, Kimmel SE, Strom BL: Role of computerized physician order entry systems in facilitating medication errors. JAMA. 2005, 293 (10): 1197-1203.CrossRefPubMed
9.
go back to reference Magrabi F, Ong MS, Runciman W, Coiera E: Using FDA reports to inform a classification for health information technology safety problems. J Am Med Inform Assoc. 2012, 19 (1): 45-53.CrossRefPubMed Magrabi F, Ong MS, Runciman W, Coiera E: Using FDA reports to inform a classification for health information technology safety problems. J Am Med Inform Assoc. 2012, 19 (1): 45-53.CrossRefPubMed
10.
go back to reference Han YY, Carcillo JA, Venkataraman ST, Clark RS, Watson RS, Nguyen TC, Bayir H, Orr RA: Unexpected increased mortality after implementation of a commercially sold computerized physician order entry system. Pediatrics. 2005, 116 (6): 1506-1512.CrossRefPubMed Han YY, Carcillo JA, Venkataraman ST, Clark RS, Watson RS, Nguyen TC, Bayir H, Orr RA: Unexpected increased mortality after implementation of a commercially sold computerized physician order entry system. Pediatrics. 2005, 116 (6): 1506-1512.CrossRefPubMed
11.
go back to reference Leung AA, Keohane C, Amato M, Simon SR, Coffey M, Kaufman N, Cadet B, Schiff G, Zimlichman E, Seger DL, Yoon C, Song P, Bates DW: Impact of vendor computerized physician order entry in community hospitals. J Gen Intern Med. 2012, 7: 801-7. doi:10.1007/s11606-012-1987-7. Epub 2012 Jan 21CrossRef Leung AA, Keohane C, Amato M, Simon SR, Coffey M, Kaufman N, Cadet B, Schiff G, Zimlichman E, Seger DL, Yoon C, Song P, Bates DW: Impact of vendor computerized physician order entry in community hospitals. J Gen Intern Med. 2012, 7: 801-7. doi:10.1007/s11606-012-1987-7. Epub 2012 Jan 21CrossRef
12.
go back to reference Hug B, Witkowski D, Sox C, Keohane C, Seger D, Yoon C, Matheny M, Bates D: Adverse drug event rates in six community hospitals and the potential impact of computerized physician order entry for prevention. J Gen Intern Med. 2010, 25 (1): 31-38.CrossRefPubMed Hug B, Witkowski D, Sox C, Keohane C, Seger D, Yoon C, Matheny M, Bates D: Adverse drug event rates in six community hospitals and the potential impact of computerized physician order entry for prevention. J Gen Intern Med. 2010, 25 (1): 31-38.CrossRefPubMed
13.
go back to reference Ammenwerth E, Schnell-Inderst P, Machan C, Siebert U: The effect of electronic prescribing on medication errors and adverse drug events: a systematic review. J Am Med Inform Assoc. 2008, 15 (5): 585-600.CrossRefPubMedPubMedCentral Ammenwerth E, Schnell-Inderst P, Machan C, Siebert U: The effect of electronic prescribing on medication errors and adverse drug events: a systematic review. J Am Med Inform Assoc. 2008, 15 (5): 585-600.CrossRefPubMedPubMedCentral
14.
go back to reference Bright TJ, Wong A, Dhurjati R, Bristow E, Bastian L, Coeytaux RR, Samsa G, Hasselblad V, Williams JW, Musty MD, Wing L, Kendrick AS, Sanders GD, Lobach D: Effect of clinical decision-support systems: a systematic review. Ann Intern Med. 2012, 157 (1): 29-43.CrossRefPubMed Bright TJ, Wong A, Dhurjati R, Bristow E, Bastian L, Coeytaux RR, Samsa G, Hasselblad V, Williams JW, Musty MD, Wing L, Kendrick AS, Sanders GD, Lobach D: Effect of clinical decision-support systems: a systematic review. Ann Intern Med. 2012, 157 (1): 29-43.CrossRefPubMed
15.
go back to reference Buntin MB, Burke MF, Hoaglin MC, Blumenthal D: The benefits of health information technology: a review of the recent literature shows predominantly positive results. Health Aff (Millwood). 2011, 30 (3): 464-471.CrossRef Buntin MB, Burke MF, Hoaglin MC, Blumenthal D: The benefits of health information technology: a review of the recent literature shows predominantly positive results. Health Aff (Millwood). 2011, 30 (3): 464-471.CrossRef
16.
go back to reference Chaudhry B, Wang J, Wu S, Maglione M, Mojica W, Roth E, Morton SC, Shekelle PG: Systematic review: impact of health information technology on quality, efficiency, and costs of medical care. Ann Intern Med. 2006, 144 (10): 742-752.CrossRefPubMed Chaudhry B, Wang J, Wu S, Maglione M, Mojica W, Roth E, Morton SC, Shekelle PG: Systematic review: impact of health information technology on quality, efficiency, and costs of medical care. Ann Intern Med. 2006, 144 (10): 742-752.CrossRefPubMed
17.
go back to reference Colpaert K, Decruyenaere J: Computerized physician order entry in critical care. Best Pract Res Clin Anaesthesiol. 2009, 23 (1): 27-38.CrossRefPubMed Colpaert K, Decruyenaere J: Computerized physician order entry in critical care. Best Pract Res Clin Anaesthesiol. 2009, 23 (1): 27-38.CrossRefPubMed
18.
go back to reference Durieux P, Trinquart L, Colombet I, Nies J, Walton R, Rajeswaran A, Rege Walther M, Harvey E, Burnand B: Computerized advice on drug dosage to improve prescribing practice. Cochrane Database Syst Rev. 2008, 3: CD002894-doi:10.1002/14651858.CD002894.pub2PubMed Durieux P, Trinquart L, Colombet I, Nies J, Walton R, Rajeswaran A, Rege Walther M, Harvey E, Burnand B: Computerized advice on drug dosage to improve prescribing practice. Cochrane Database Syst Rev. 2008, 3: CD002894-doi:10.1002/14651858.CD002894.pub2PubMed
19.
go back to reference Garg AX, Adhikari NK, McDonald H, Rosas-Arellano MP, Devereaux PJ, Beyene J, Sam J, Haynes RB: Effects of computerized clinical decision support systems on practitioner performance and patient outcomes: a systematic review. JAMA. 2005, 293 (10): 1223-1238.CrossRefPubMed Garg AX, Adhikari NK, McDonald H, Rosas-Arellano MP, Devereaux PJ, Beyene J, Sam J, Haynes RB: Effects of computerized clinical decision support systems on practitioner performance and patient outcomes: a systematic review. JAMA. 2005, 293 (10): 1223-1238.CrossRefPubMed
20.
go back to reference Goldzweig CL, Towfigh A, Maglione M, Shekelle PG: Costs and benefits of health information technology: new trends from the literature. Health Aff. 2009, 28 (2): w282-w293.CrossRef Goldzweig CL, Towfigh A, Maglione M, Shekelle PG: Costs and benefits of health information technology: new trends from the literature. Health Aff. 2009, 28 (2): w282-w293.CrossRef
21.
go back to reference Hemens BJ, Holbrook A, Tonkin M, Mackay JA, Weise-Kelly L, Navarro T, Wilczynski NL, Haynes RB: Computerized clinical decision support systems for drug prescribing and management: a decision-maker-researcher partnership systematic review. Implement Sci. 2011, 6 (1): 89-CrossRefPubMedPubMedCentral Hemens BJ, Holbrook A, Tonkin M, Mackay JA, Weise-Kelly L, Navarro T, Wilczynski NL, Haynes RB: Computerized clinical decision support systems for drug prescribing and management: a decision-maker-researcher partnership systematic review. Implement Sci. 2011, 6 (1): 89-CrossRefPubMedPubMedCentral
22.
go back to reference Jamal A, McKenzie K, Clark M: The impact of health information technology on the quality of medical and health care: a systematic review. HIM J. 2009, 38 (3): 26-37.PubMed Jamal A, McKenzie K, Clark M: The impact of health information technology on the quality of medical and health care: a systematic review. HIM J. 2009, 38 (3): 26-37.PubMed
23.
go back to reference Jones SS, Rudin RS, Perry T, Shekelle PG: Health information technology: an updated systematic review with a focus on meaningful use. Ann Intern Med. In Press Jones SS, Rudin RS, Perry T, Shekelle PG: Health information technology: an updated systematic review with a focus on meaningful use. Ann Intern Med. In Press
24.
go back to reference Kaushal R, Shojania KG, Bates DW: Effects of computerized physician order entry and clinical decision support systems on medication safety: a systematic review. Arch Intern Med. 2003, 163 (12): 1409-1416.CrossRefPubMed Kaushal R, Shojania KG, Bates DW: Effects of computerized physician order entry and clinical decision support systems on medication safety: a systematic review. Arch Intern Med. 2003, 163 (12): 1409-1416.CrossRefPubMed
25.
go back to reference Kawamoto K, Lobach DF: Clinical decision support provided within physician order entry systems: a systematic review of features effective for changing clinician behavior. AMIA Annu Symp Proc. 2003, 361-365. Kawamoto K, Lobach DF: Clinical decision support provided within physician order entry systems: a systematic review of features effective for changing clinician behavior. AMIA Annu Symp Proc. 2003, 361-365.
26.
go back to reference Kuperman G, Bobb A, Payne T, Avery A, Gandhi T, Burns G, Classen D, Bates D: Medication-related clinical decision support in computerized provider order entry systems: a review. J Am Med Inform Assoc. 2007, 14 (1): 29-40.CrossRefPubMedPubMedCentral Kuperman G, Bobb A, Payne T, Avery A, Gandhi T, Burns G, Classen D, Bates D: Medication-related clinical decision support in computerized provider order entry systems: a review. J Am Med Inform Assoc. 2007, 14 (1): 29-40.CrossRefPubMedPubMedCentral
27.
go back to reference Manias E, Williams A, Liew D: Interventions to reduce medication errors in adult intensive care: a systematic review. Br J Clin Pharmacol. 2012, 74 (3): 411-423.CrossRefPubMedPubMedCentral Manias E, Williams A, Liew D: Interventions to reduce medication errors in adult intensive care: a systematic review. Br J Clin Pharmacol. 2012, 74 (3): 411-423.CrossRefPubMedPubMedCentral
28.
go back to reference Maslove D, Rizk N, Lowe H: Computerized physician order entry in the critical care environment: a review of current literature. J Am Med Inform Assoc. 2007, 14 (1): 29-40. Epub 2006 Oct 26CrossRef Maslove D, Rizk N, Lowe H: Computerized physician order entry in the critical care environment: a review of current literature. J Am Med Inform Assoc. 2007, 14 (1): 29-40. Epub 2006 Oct 26CrossRef
29.
go back to reference McKibbon K, Lokker C, Handler S, Dolovich L, Holbrook A, O’Reilly D, Tamblyn R, Hemens B, Basu R, Troyan S, Roshanov P: The effectiveness of integrated health information technologies across the phases of medication management: a systematic review of randomized controlled trials. J Am Med Inform Assoc. 2012, 19 (1): 22-30.CrossRefPubMed McKibbon K, Lokker C, Handler S, Dolovich L, Holbrook A, O’Reilly D, Tamblyn R, Hemens B, Basu R, Troyan S, Roshanov P: The effectiveness of integrated health information technologies across the phases of medication management: a systematic review of randomized controlled trials. J Am Med Inform Assoc. 2012, 19 (1): 22-30.CrossRefPubMed
30.
go back to reference Mollon B, Chong JJ, Holbrook A, Sung M, Thabane L, Foster G: Features predicting the success of computerized decision support for prescribing: a systematic review of randomized controlled trials. BMC Med Inform Decis Mak. 2009, 9: 11-doi:10.1186/1472-6947-9-11CrossRefPubMedPubMedCentral Mollon B, Chong JJ, Holbrook A, Sung M, Thabane L, Foster G: Features predicting the success of computerized decision support for prescribing: a systematic review of randomized controlled trials. BMC Med Inform Decis Mak. 2009, 9: 11-doi:10.1186/1472-6947-9-11CrossRefPubMedPubMedCentral
31.
go back to reference Niès J, Colombet I, Degoulet P, Durieux P: Determinants of success for computerized clinical decision support systems integrated in CPOE systems: a systematic review. AMIA Annu Symp Proc. 2006, 594-598. Niès J, Colombet I, Degoulet P, Durieux P: Determinants of success for computerized clinical decision support systems integrated in CPOE systems: a systematic review. AMIA Annu Symp Proc. 2006, 594-598.
32.
go back to reference Oren E, Shaffer E, Guglielmo B: Impact of emerging technologies on medication errors and adverse drug events. Am J Health Syst Pharm. 2003, 60 (14): 1447-1458.PubMed Oren E, Shaffer E, Guglielmo B: Impact of emerging technologies on medication errors and adverse drug events. Am J Health Syst Pharm. 2003, 60 (14): 1447-1458.PubMed
33.
go back to reference Pearson S-A, Moxey A, Robertson J, Hains I, Williamson M, Reeve J, Newby D: Do computerised clinical decision support systems for prescribing change practice? A systematic review of the literature (1990–2007). BMC Health Serv Res. 2009, 9 (1): 154-CrossRefPubMedPubMedCentral Pearson S-A, Moxey A, Robertson J, Hains I, Williamson M, Reeve J, Newby D: Do computerised clinical decision support systems for prescribing change practice? A systematic review of the literature (1990–2007). BMC Health Serv Res. 2009, 9 (1): 154-CrossRefPubMedPubMedCentral
34.
go back to reference Radley DC, Wasserman MR, Olsho LE, Shoemaker SJ, Spranca MD, Bradshaw B: Reduction in medication errors in hospitals due to adoption of computerized provider order entry systems. J Am Med Inform Assoc. 2013, 20 (3): 470-6. doi:10.1136/amiajnl-2012-001241. Epub 2013 Feb 20CrossRefPubMedPubMedCentral Radley DC, Wasserman MR, Olsho LE, Shoemaker SJ, Spranca MD, Bradshaw B: Reduction in medication errors in hospitals due to adoption of computerized provider order entry systems. J Am Med Inform Assoc. 2013, 20 (3): 470-6. doi:10.1136/amiajnl-2012-001241. Epub 2013 Feb 20CrossRefPubMedPubMedCentral
35.
go back to reference Reckmann M, Westbrook J, Koh Y, Lo C, Day R: Does computerized provider order entry reduce prescribing errors for hospital inpatients? A systematic review. J Am Med Inform Assoc. 2009, 16 (5): 613-623.CrossRefPubMedPubMedCentral Reckmann M, Westbrook J, Koh Y, Lo C, Day R: Does computerized provider order entry reduce prescribing errors for hospital inpatients? A systematic review. J Am Med Inform Assoc. 2009, 16 (5): 613-623.CrossRefPubMedPubMedCentral
36.
go back to reference Schedlbauer A, Prasad V, Mulvaney C, Phansalkar S, Stanton W, Bates DW, Avery AJ: What evidence supports the use of computerized alerts and prompts to improve clinicians’ prescribing behavior?. J Am Med Inform Assoc. 2009, 16 (4): 531-538.CrossRefPubMedPubMedCentral Schedlbauer A, Prasad V, Mulvaney C, Phansalkar S, Stanton W, Bates DW, Avery AJ: What evidence supports the use of computerized alerts and prompts to improve clinicians’ prescribing behavior?. J Am Med Inform Assoc. 2009, 16 (4): 531-538.CrossRefPubMedPubMedCentral
37.
go back to reference Shamliyan TA, Duval S, Du J, Kane RL: Just what the doctor ordered: review of the evidence of the impact of computerized physician order entry system on medication errors. Health Serv Res. 2008, 43 (1 Pt 1): 32-53.PubMedPubMedCentral Shamliyan TA, Duval S, Du J, Kane RL: Just what the doctor ordered: review of the evidence of the impact of computerized physician order entry system on medication errors. Health Serv Res. 2008, 43 (1 Pt 1): 32-53.PubMedPubMedCentral
39.
go back to reference Shojania KG, Jennings A, Mayhew A, Ramsay C, Eccles M, Grimshaw J: Effect of point-of-care computer reminders on physician behaviour: a systematic review. Can Med Assoc J. 2010, 182 (5): E216-E225.CrossRef Shojania KG, Jennings A, Mayhew A, Ramsay C, Eccles M, Grimshaw J: Effect of point-of-care computer reminders on physician behaviour: a systematic review. Can Med Assoc J. 2010, 182 (5): E216-E225.CrossRef
40.
go back to reference Shojania KG, Jennings A, Mayhew A, Ramsay CR, Eccles MP, Grimshaw J: The effects of on-screen, point of care computer reminders on processes and outcomes of care. Cochrane Database Syst Rev. 2009, 3: CD001096-PubMed Shojania KG, Jennings A, Mayhew A, Ramsay CR, Eccles MP, Grimshaw J: The effects of on-screen, point of care computer reminders on processes and outcomes of care. Cochrane Database Syst Rev. 2009, 3: CD001096-PubMed
41.
go back to reference van Rosse F, Maat B, Rademaker CMA, van Vught AJ, Egberts ACG, Bollen CW: The effect of computerized physician order entry on medication prescription errors and clinical outcome in pediatric and intensive care: a systematic review. Pediatrics. 2009, 123 (4): 1184-1190.CrossRefPubMed van Rosse F, Maat B, Rademaker CMA, van Vught AJ, Egberts ACG, Bollen CW: The effect of computerized physician order entry on medication prescription errors and clinical outcome in pediatric and intensive care: a systematic review. Pediatrics. 2009, 123 (4): 1184-1190.CrossRefPubMed
42.
go back to reference Wolfstadt JI, Gurwitz JH, Field TS, Lee M, Kalkar S, Wu W, Rochon PA: The effect of computerized physician order entry with clinical decision support on the rates of adverse drug events: a systematic review. J Gen Intern Med. 2008, 23 (4): 451-458.CrossRefPubMedPubMedCentral Wolfstadt JI, Gurwitz JH, Field TS, Lee M, Kalkar S, Wu W, Rochon PA: The effect of computerized physician order entry with clinical decision support on the rates of adverse drug events: a systematic review. J Gen Intern Med. 2008, 23 (4): 451-458.CrossRefPubMedPubMedCentral
44.
go back to reference Moher D, Liberati A, Tetzlaff J, Altman DG, The PRISMA Group: Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. PLoS Med. 2009, 6 (7): e1000097-CrossRefPubMedPubMedCentral Moher D, Liberati A, Tetzlaff J, Altman DG, The PRISMA Group: Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. PLoS Med. 2009, 6 (7): e1000097-CrossRefPubMedPubMedCentral
45.
go back to reference Shea BJ, Hamel C, Wells GA, Bouter LM, Kristjansson E, Grimshaw J, Henry DA, Boers M: AMSTAR is a reliable and valid measurement tool to assess the methodological quality of systematic reviews. J Clin Epidemiol. 2009, 62 (10): 1013-1020.CrossRefPubMed Shea BJ, Hamel C, Wells GA, Bouter LM, Kristjansson E, Grimshaw J, Henry DA, Boers M: AMSTAR is a reliable and valid measurement tool to assess the methodological quality of systematic reviews. J Clin Epidemiol. 2009, 62 (10): 1013-1020.CrossRefPubMed
46.
go back to reference Flynn EA, Barker KN, Pepper GA, Bates DW, Mikeal RL: Comparison of methods for detecting medication errors in 36 hospitals and skilled-nursing facilities. Am J Health Syst Pharm. 2002, 59 (5): 436-446.PubMed Flynn EA, Barker KN, Pepper GA, Bates DW, Mikeal RL: Comparison of methods for detecting medication errors in 36 hospitals and skilled-nursing facilities. Am J Health Syst Pharm. 2002, 59 (5): 436-446.PubMed
48.
go back to reference Kaushal R, Bates DW, Landrigan C, McKenna KJ, Clapp MD, Federico F, Goldmann DA: Medication errors and adverse drug events in pediatric inpatients. JAMA. 2001, 285 (16): 2114-2120.CrossRefPubMed Kaushal R, Bates DW, Landrigan C, McKenna KJ, Clapp MD, Federico F, Goldmann DA: Medication errors and adverse drug events in pediatric inpatients. JAMA. 2001, 285 (16): 2114-2120.CrossRefPubMed
50.
go back to reference Franklin BD, Birch S, Savage I, Wong I, Woloshynowych M, Jacklin A, Barber N: Methodological variability in detecting prescribing errors and consequences for the evaluation of interventions. Pharmacoepidemiol Drug Saf. 2009, 18 (11): 992-999.CrossRefPubMed Franklin BD, Birch S, Savage I, Wong I, Woloshynowych M, Jacklin A, Barber N: Methodological variability in detecting prescribing errors and consequences for the evaluation of interventions. Pharmacoepidemiol Drug Saf. 2009, 18 (11): 992-999.CrossRefPubMed
51.
go back to reference Donyai P, O’Grady K, Jacklin A, Barber N, Franklin BD: The effects of electronic prescribing on the quality of prescribing. Br J Clin Pharmacol. 2007, 65 (2): 230-237.CrossRefPubMedPubMedCentral Donyai P, O’Grady K, Jacklin A, Barber N, Franklin BD: The effects of electronic prescribing on the quality of prescribing. Br J Clin Pharmacol. 2007, 65 (2): 230-237.CrossRefPubMedPubMedCentral
52.
go back to reference Franklin BD, O’Grady K, Donya P, Jacklin A, Barber N: The impact of a closed-loop electronic prescribing and administration system on prescribing errors, administration errors and staff time: a before-and-after study. Qual Saf Health Care. 2007, 16: 279-284.CrossRefPubMedPubMedCentral Franklin BD, O’Grady K, Donya P, Jacklin A, Barber N: The impact of a closed-loop electronic prescribing and administration system on prescribing errors, administration errors and staff time: a before-and-after study. Qual Saf Health Care. 2007, 16: 279-284.CrossRefPubMedPubMedCentral
53.
go back to reference Shawahna R, Rahman N-U, Ahmad M, Debray M, Yliperttula M, Decleves X: Electronic prescribing reduces prescribing error in public hospitals. J Clin Nurs. 2011, 20 (21–22): 3233-3245.CrossRefPubMed Shawahna R, Rahman N-U, Ahmad M, Debray M, Yliperttula M, Decleves X: Electronic prescribing reduces prescribing error in public hospitals. J Clin Nurs. 2011, 20 (21–22): 3233-3245.CrossRefPubMed
54.
go back to reference Shulman R, Singer M, Goldstone J, Bellingan G: Medication errors: a prospective cohort study of hand-written and computerised physician order entry in the intensive care unit. Crit Care. 2005, 9 (5): R516-R521.CrossRefPubMedPubMedCentral Shulman R, Singer M, Goldstone J, Bellingan G: Medication errors: a prospective cohort study of hand-written and computerised physician order entry in the intensive care unit. Crit Care. 2005, 9 (5): R516-R521.CrossRefPubMedPubMedCentral
55.
go back to reference Wess ML, Embi PJ, Besier JL, Lowry CH, Anderson PF, Besier JC, Thelen G, Hegner C: Effect of a computerized provider order entry (CPOE) system on medication orders at a community hospital and university hospital. AMIA Annu Symp Proc. 2007, 796-800. Wess ML, Embi PJ, Besier JL, Lowry CH, Anderson PF, Besier JC, Thelen G, Hegner C: Effect of a computerized provider order entry (CPOE) system on medication orders at a community hospital and university hospital. AMIA Annu Symp Proc. 2007, 796-800.
57.
go back to reference Taylor R, Manzo J, Sinnett M: Quantifying value for physician order-entry systems: a balance of cost and quality. Healthc Financ Manage. 2002, 56 (7): 44-48.PubMed Taylor R, Manzo J, Sinnett M: Quantifying value for physician order-entry systems: a balance of cost and quality. Healthc Financ Manage. 2002, 56 (7): 44-48.PubMed
58.
go back to reference Barron W, Reed R, Forsythe S, Hecht D, Glen J, Murphy B, Lach R, Flores S, Tu J, Concklin M: Implementing computerized provider order entry with an existing clinical information system. Jt Comm J Qual Patient Saf. 2006, 32 (9): 506-516.PubMed Barron W, Reed R, Forsythe S, Hecht D, Glen J, Murphy B, Lach R, Flores S, Tu J, Concklin M: Implementing computerized provider order entry with an existing clinical information system. Jt Comm J Qual Patient Saf. 2006, 32 (9): 506-516.PubMed
59.
go back to reference Bates DW, Leape LL, Cullen DJ, Laird N, Petersen LA, Teich JM, Burdick E, Hickey M, Kleefield S, Shea B, Vander Vliet M, Seger DL: Effect of computerized physician order entry and a team intervention on prevention of serious medication errors. JAMA. 1998, 280 (15): 1311-1316.CrossRefPubMed Bates DW, Leape LL, Cullen DJ, Laird N, Petersen LA, Teich JM, Burdick E, Hickey M, Kleefield S, Shea B, Vander Vliet M, Seger DL: Effect of computerized physician order entry and a team intervention on prevention of serious medication errors. JAMA. 1998, 280 (15): 1311-1316.CrossRefPubMed
60.
go back to reference van Doormaal JE, van den Bemt PMLA, Zaal RJ, Egberts ACG, Lenderink BW, Kosterink JGW, Haaijer-Ruskamp FM, Mol PGM: The influence that electronic prescribing has on medication errors and preventable adverse drug events: an interrupted time-series study. J Am Med Inform Assoc. 2009, 16 (6): 816-825.CrossRefPubMedPubMedCentral van Doormaal JE, van den Bemt PMLA, Zaal RJ, Egberts ACG, Lenderink BW, Kosterink JGW, Haaijer-Ruskamp FM, Mol PGM: The influence that electronic prescribing has on medication errors and preventable adverse drug events: an interrupted time-series study. J Am Med Inform Assoc. 2009, 16 (6): 816-825.CrossRefPubMedPubMedCentral
61.
go back to reference Westbrook J, Reckmann M, Li L, Runciman W, Burke R, Lo C, Baysari M, Braithwaite J, Day R: Effects of two commercial electronic prescribing systems on prescribing error rates in hospital in-patients: a before and after study. PLoS Med. 2012, 9 (1): e1001164-CrossRefPubMedPubMedCentral Westbrook J, Reckmann M, Li L, Runciman W, Burke R, Lo C, Baysari M, Braithwaite J, Day R: Effects of two commercial electronic prescribing systems on prescribing error rates in hospital in-patients: a before and after study. PLoS Med. 2012, 9 (1): e1001164-CrossRefPubMedPubMedCentral
62.
go back to reference Weant KA, Cook AM, Armitstead JA: Medication-error reporting and pharmacy resident experience during implementation of computerized prescriber order entry. Am J Health Syst Pharm. 2007, 64 (5): 526-530.CrossRefPubMed Weant KA, Cook AM, Armitstead JA: Medication-error reporting and pharmacy resident experience during implementation of computerized prescriber order entry. Am J Health Syst Pharm. 2007, 64 (5): 526-530.CrossRefPubMed
63.
go back to reference Bates DW, Teich JM, Lee J, Seger D, Kuperman GJ, Ma’luf N, Boyle D, Leape L: The impact of computerized physician order entry on medication error prevention. JAMIA. 1999, 6 (4): 313-321.PubMedPubMedCentral Bates DW, Teich JM, Lee J, Seger D, Kuperman GJ, Ma’luf N, Boyle D, Leape L: The impact of computerized physician order entry on medication error prevention. JAMIA. 1999, 6 (4): 313-321.PubMedPubMedCentral
64.
go back to reference Colpaert K, Claus B, Somers A, Vandewoude K, Robays H, Decruyenaere J: Impact of computerized physician order entry on medication prescription errors in the intensive care unit: a controlled cross-sectional trial. Crit Care. 2006, 10 (1): R21-CrossRefPubMedPubMedCentral Colpaert K, Claus B, Somers A, Vandewoude K, Robays H, Decruyenaere J: Impact of computerized physician order entry on medication prescription errors in the intensive care unit: a controlled cross-sectional trial. Crit Care. 2006, 10 (1): R21-CrossRefPubMedPubMedCentral
65.
go back to reference Mahoney CD, Berard-Collins CM, Coleman R, Amaral JF, Cotter CM: Effects of an integrated clinical information system on medication safety in a multi-hospital setting. Am J Health Syst Pharm. 2007, 64 (18): 1969-1977.CrossRefPubMed Mahoney CD, Berard-Collins CM, Coleman R, Amaral JF, Cotter CM: Effects of an integrated clinical information system on medication safety in a multi-hospital setting. Am J Health Syst Pharm. 2007, 64 (18): 1969-1977.CrossRefPubMed
66.
go back to reference Oliven A, Michalake I, Zalman D, Dorman E, Yeshurun D, Odeh M: Prevention of prescription errors by computerized, on-line surveillance of drug order entry. Int J Med Inform. 2005, 74: 377-386.CrossRefPubMed Oliven A, Michalake I, Zalman D, Dorman E, Yeshurun D, Odeh M: Prevention of prescription errors by computerized, on-line surveillance of drug order entry. Int J Med Inform. 2005, 74: 377-386.CrossRefPubMed
67.
go back to reference Igboechi CA, Ng CL, Yang CS, Buckner AN: Impact of computerized prescriber order entry on medication errors at an acute tertiary care hospital. Hosp Pharm. 2003, 38 (3): 227-231. Igboechi CA, Ng CL, Yang CS, Buckner AN: Impact of computerized prescriber order entry on medication errors at an acute tertiary care hospital. Hosp Pharm. 2003, 38 (3): 227-231.
68.
go back to reference Aronsky D, Johnston PE, Jenkins G, Waitman LR, Frelix D, Jones I, Patel NR: The effect of implementing computerized provider order entry on medication prescribing errors in an emergency department. AMIA Annu Symp Proc. 2007 Aronsky D, Johnston PE, Jenkins G, Waitman LR, Frelix D, Jones I, Patel NR: The effect of implementing computerized provider order entry on medication prescribing errors in an emergency department. AMIA Annu Symp Proc. 2007
69.
go back to reference Miller RA, Waitman LR, Chen S, Rosenbloom ST: The anatomy of decision support during inpatient care provider order entry (CPOE): empirical observations from a decade of CPOE experience at Vanderbilt. J Biomed Inform. 2005, 38 (6): 469-485.CrossRefPubMedPubMedCentral Miller RA, Waitman LR, Chen S, Rosenbloom ST: The anatomy of decision support during inpatient care provider order entry (CPOE): empirical observations from a decade of CPOE experience at Vanderbilt. J Biomed Inform. 2005, 38 (6): 469-485.CrossRefPubMedPubMedCentral
70.
go back to reference Menendez MD, Alonso J, Rancaño I, Corte JJ, Herranz V, Vázquez F: Impact of computerized physician order entry on medication errors. 2012, Elsevier Editorial System(tm) for Revista de Calidad Asistencial, 16- Menendez MD, Alonso J, Rancaño I, Corte JJ, Herranz V, Vázquez F: Impact of computerized physician order entry on medication errors. 2012, Elsevier Editorial System(tm) for Revista de Calidad Asistencial, 16-
71.
go back to reference Wright A, Sittig DF, Ash JS, Sharma S, Pang JE, Middleton B: Clinical decision support capabilities of commercially-available clinical information systems. J Am Med Inform Assoc. 2009, 16 (5): 637-644.CrossRefPubMedPubMedCentral Wright A, Sittig DF, Ash JS, Sharma S, Pang JE, Middleton B: Clinical decision support capabilities of commercially-available clinical information systems. J Am Med Inform Assoc. 2009, 16 (5): 637-644.CrossRefPubMedPubMedCentral
72.
go back to reference Shekelle PG, Pronovost PJ, Wachter RM: Rockville, MD: Agency for Healthcare Research and Quality, U.S. Department of Health and Human Services. 540 Gaither Road, Rockville, MD 208502010-Assessing the evidence for context-sensitive effectiveness and safety of patient safety practices: developing criteria, http://www.ahrq.gov contract no. HHSA-290-2009-10001C, Shekelle PG, Pronovost PJ, Wachter RM: Rockville, MD: Agency for Healthcare Research and Quality, U.S. Department of Health and Human Services. 540 Gaither Road, Rockville, MD 208502010-Assessing the evidence for context-sensitive effectiveness and safety of patient safety practices: developing criteria, http://​www.​ahrq.​gov contract no. HHSA-290-2009-10001C,
73.
go back to reference Ogrinc G, Mooney S, Estrada C, Foster T, Goldmann D, Hall L, Huizinga M, Liu S, Mills P, Neily J, Nelson W, Pronovos PJ, Provost L, Rubenstein L, Speroff T, Splaine M, Thomson R, Tomolo A, Watts B: The SQUIRE (Standards for QUality improvement reporting excellence) guidelines for quality improvement reporting: explanation and elaboration. Qual Saf Health Care. 2008, 17 (1): i13-32.CrossRefPubMedPubMedCentral Ogrinc G, Mooney S, Estrada C, Foster T, Goldmann D, Hall L, Huizinga M, Liu S, Mills P, Neily J, Nelson W, Pronovos PJ, Provost L, Rubenstein L, Speroff T, Splaine M, Thomson R, Tomolo A, Watts B: The SQUIRE (Standards for QUality improvement reporting excellence) guidelines for quality improvement reporting: explanation and elaboration. Qual Saf Health Care. 2008, 17 (1): i13-32.CrossRefPubMedPubMedCentral
74.
go back to reference DerSimonian R, Laird N: Meta-analysis in clinical trials. Control Clin Trials. 1986, 7 (3): 177-188.CrossRefPubMed DerSimonian R, Laird N: Meta-analysis in clinical trials. Control Clin Trials. 1986, 7 (3): 177-188.CrossRefPubMed
76.
go back to reference Sutton AJ, Duval SJ, Tweedie RL, Abrams KR, Jones DR: Empirical assessment of effect of publication bias on meta-analyses. BMJ. 2000, 320 (7249): 1574-1577.CrossRefPubMedPubMedCentral Sutton AJ, Duval SJ, Tweedie RL, Abrams KR, Jones DR: Empirical assessment of effect of publication bias on meta-analyses. BMJ. 2000, 320 (7249): 1574-1577.CrossRefPubMedPubMedCentral
77.
go back to reference Shekelle PG, Pronovost PJ, Wachter RM, Taylor SL, Dy SM, Foy R, Hempel S, McDonald KM, Ovretveit J, Rubenstein LV, Adams AS, Angood PB, Bates DW, Bickman L, Carayon P, Donaldson L, Duan N, Farley DO, Greenhalgh T, Haughom J, Lake ET, Lilford R, Lohr KN, Meyer GS, Miller MR, Neuhauser DV, Ryan G, Saint S, Shojania KG, Shortell SM, Stevens DP, Walshe K: Advancing the science of patient safety. Ann Intern Med. 2011, 154 (10): 693-696.CrossRefPubMed Shekelle PG, Pronovost PJ, Wachter RM, Taylor SL, Dy SM, Foy R, Hempel S, McDonald KM, Ovretveit J, Rubenstein LV, Adams AS, Angood PB, Bates DW, Bickman L, Carayon P, Donaldson L, Duan N, Farley DO, Greenhalgh T, Haughom J, Lake ET, Lilford R, Lohr KN, Meyer GS, Miller MR, Neuhauser DV, Ryan G, Saint S, Shojania KG, Shortell SM, Stevens DP, Walshe K: Advancing the science of patient safety. Ann Intern Med. 2011, 154 (10): 693-696.CrossRefPubMed
78.
go back to reference Wears RL, Berg M: Computer technology and clinical work: still waiting for Godot. JAMA. 2005, 293 (10): 1261-1263.CrossRefPubMed Wears RL, Berg M: Computer technology and clinical work: still waiting for Godot. JAMA. 2005, 293 (10): 1261-1263.CrossRefPubMed
Metadata
Title
The effectiveness of computerized order entry at reducing preventable adverse drug events and medication errors in hospital settings: a systematic review and meta-analysis
Authors
Teryl K Nuckols
Crystal Smith-Spangler
Sally C Morton
Steven M Asch
Vaspaan M Patel
Laura J Anderson
Emily L Deichsel
Paul G Shekelle
Publication date
01-12-2014
Publisher
BioMed Central
Published in
Systematic Reviews / Issue 1/2014
Electronic ISSN: 2046-4053
DOI
https://doi.org/10.1186/2046-4053-3-56

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