Appl Clin Inform 2013; 04(01): 110-125
DOI: 10.4338/ACI-2012-12-RA-0057
Research Article
Schattauer GmbH

Design of a Medication Reconciliation Application

Facilitating Clinician-Focused Decision Making with Data from Multiple Sources
J. Cadwallader
1   Indiana University School of Medicine, Indianapolis, INM
5   Regenstrief Institute, Inc. Indianapolis, IN
,
K. Spry
5   Regenstrief Institute, Inc. Indianapolis, IN
,
J. Morea
1   Indiana University School of Medicine, Indianapolis, INM
5   Regenstrief Institute, Inc. Indianapolis, IN
,
A. L. Russ
2   Center of Excellence on Implementing Evidence-Based Practice, Department of Veterans Affairs, Veterans Health Administration, Health Services Research and Development Service HFP 04–148, Indianapolis, IN
3   Department of Pharmacy Practice, Purdue University College of Pharmacy, West Lafayette, IN
4   Indiana University Center for Health Services & Outcomes Research, Indianapolis, IN
5   Regenstrief Institute, Inc. Indianapolis, IN
,
J. Duke
1   Indiana University School of Medicine, Indianapolis, INM
5   Regenstrief Institute, Inc. Indianapolis, IN
,
M. Weiner
1   Indiana University School of Medicine, Indianapolis, INM
2   Center of Excellence on Implementing Evidence-Based Practice, Department of Veterans Affairs, Veterans Health Administration, Health Services Research and Development Service HFP 04–148, Indianapolis, IN
4   Indiana University Center for Health Services & Outcomes Research, Indianapolis, IN
5   Regenstrief Institute, Inc. Indianapolis, IN
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Weitere Informationen

Correspondence to:

Jason Cadwallader, MD
410 W 10th St, Suite 2000
Indianapolis, IN 46202
Telefon: 317–423–5631   

Publikationsverlauf

received: 20. Dezember 2012

accepted: 12. Februar 2013

Publikationsdatum:
19. Dezember 2017 (online)

 

Summary

Background: Medication reconciliation is an essential, but resource-intensive process without a “gold standard” to measure medication adherence. Medication reconciliation applications that focus on facilitating clinicians’ decision-making are needed. Since no single available source of medication information is adequate, combining data sources may improve usefulness and outcomes.

Objectives: We aimed to design a medication reconciliation application that could incorporate multiple data sources and convey information about patients’ adherence to prescribed medications. We discuss design decisions integral to developing medication reconciliation applications for the electronic health record. The discussion is relevant for health IT developers, clinical providers, administrators, policy makers, and patients. Three hypotheses drove our design of this application: 1) Medication information comes from a variety of sources, each having benefits and limitations; 2) improvements in patient safety can result from reducing the cognitive burden and time required to identify medication changes; 3) a well-designed user interface can facilitate clinicians’ understanding and clinical decision making.

Methods: Relying on evidence about interface design and medication reconciliation, an application for the electronic health record at an academic medical center in the U.S. was designed. Multiple decisions that considered the availability, value, and display of the medication data are explored: Information from different sources; interval changes in medications; the sorting of information; and the user interface.

Results: The prototype medication reconciliation application design reflects the visual organization, categorization, modality of interactions, and presentation of medication information from three data sources: patient, electronic health record, and pharmacy.

Conclusions: A new medication reconciliation user interface displays information from multiple sources, indicates discrepancies among sources, displays information about adherence, and sorts the medication list in a useful display for clinical decision making. Gathering, verifying, and updating medication data are resource-intensive processes. The outcomes of integrating, interpreting, and presenting medication information from multiple sources remain to be studied.

Citation: Cadwallader J, Spry K, Morea J, Russ AL, Duke J, WeineM. Design of a medication reconciliation application – facilitating clinician-focused decision making with data from multiple sources. Appl Clin Inf 2013; 4: 110–125

http://dx.doi.org/10.4338/ACI-2012-12-RA-0057


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Conflict of Interest Statement

All authors declare that they have no relevant conflict of interest.

  • References

  • 1 American Recovery and Reinvestment Act of 2009. United States Government Printing Office 2009
  • 2 Akwagyriam I, Goodyer L, Harding L, Khakoo S, Millington H. Drug history taking and the identification of drug related problems in an accident and emergency department. J Accid Emerg Med 1996; 3: 166-168.
  • 3 Anderson LW, Sosniak LA. Bloom’s Taxonomy: National Society for the Study of 1994.
  • 4 Andrade SE, Kahler KH, Frech F, Chan KA. Methods for evaluation of medication adherence and persistence using automated databases. Pharmacoepidem Dr S 2006; 8: 565-574.
  • 5 Beckett RD, Crank CW, Wehmeyer A. Effectiveness and Feasibility of Pharmacist-Led Admission Medication Reconciliation for Geriatric Patients. J Pharm Pract 2011; 2: 136-141.
  • 6 Bloom BS, Engelhart M, Furst EJ, Hill WH, Krathwohl DR. Taxonomy of educational objectives: Handbook I: Cognitive domain. New York: David McKay; 1956. 56
  • 7 Blumenthal D. Stimulating the adoption of health information technology. New Engl J Med 2009; 15: 1477-1479.
  • 8 Centers for Medicare & Medicaid Services.. Eligible Hospital and Critical Access Hospital Meaningful Use Menu Set Measures - Measure 6. November 7, 2010. http://www.cms.gov/EHRIncentivePrograms/Downloads/6_Medication_Reconciliation.pdf (March 8, 2012).
  • 9 Cornish PL, Knowles SR, Marchesano R, Tam V, Shadowitz S, Juurlink DN, Etchells EE. Unintended medication discrepancies at the time of hospital admission. Arch Intern Med 2005; 4: 424.
  • 10 Crosswhite R, Beckham SH, Gray P, Hawkins PR, Hughes J. Using a multidisciplinary automated discharge summary process to improve information management across the system. Am J Manag Care 1997; 3: 473-479.
  • 11 Forster AJ, Murff HJ, Peterson JF, Gandhi TK, Bates DW. The incidence and severity of adverse events affecting patients after discharge from the hospital. Ann Intern Med 2003; 3: 161-167.
  • 12 Forster AJ, Murff HJ, Peterson JF, Gandhi TK, Bates DW. Adverse drug events occurring following hospital discharge. J Gen Intern Med 2005; 4: 317-323.
  • 13 Gadkari AS, McHorney CA. Medication nonfulfillment rates and reasons: narrative systematic review. Curr Med Res Opin 2010; 3: 683-705.
  • 14 Gans D, Kralewski J, Hammons T, Dowd B. Medical groups’ adoption of electronic health records and information systems. Health Affair 2005; 5: 1323-1333.
  • 15 Gleason KM, Groszek JM, Sullivan C, Rooney D, Barnard C, Noskin GA. Reconciliation of discrepancies in medication histories and admission orders of newly hospitalized patients. Am J Health Syst Pharm 2004; 16: 1689-1694.
  • 16 Jagannathan V, Mullett CJ, Arbogast JG, Halbritter KA, Yellapragada D, Regulapati S, Bandaru P. Assessment of commercial NLP engines for medication information extraction from dictated clinical notes. Int J Med Inform 2009; 4: 284-291.
  • 17 Jha AK, DesRoches CM, Campbell EG, Donelan K, Rao SR, Ferris TG, Shields A, Rosenbaum S, Blumenthal D. Use of electronic health records in US hospitals. New Engl J Med 2009; 16: 1628-38.
  • 18 Ketchum K, Grass CA, Padwojski A. Medication reconciliation: verifying medication orders and clarifying discrepancies should be standard practice. Am J Nurs 2005; 11: 78.
  • 19 Kramer JS, Hopkins PJ, Rosendale JC, Garrelts JC, Hale LDS, Nester TM, Cochran P, Eidem LA, Haneke RD. Implementation of an electronic system for medication reconciliation. Am J Health Syst Pharm 2007; 4: 404-422.
  • 20 Kushniruk A, Santos S, Pourakis G, Nebeker J, Boockvar K. Cognitive analysis of a medication reconciliation tool: applying laboratory and naturalistic approaches to system evaluation. St Heal T. 2011: 203.
  • 21 Kushniruk AW, Patel VL. Cognitive and usability engineering methods for the evaluation of clinical information systems. J Biomed Inform 2004; 1: 56.
  • 22 Lau HS, Florax C, Porsius AJ, De Boer A. The completeness of medication histories in hospital medical records of patients admitted to general internal medicine wards. Brit J Clin Pharmaco 2000; 6: 597-603.
  • 23 Leslie S, Gwadry-Sridhar F, Thiebaud P, Patel B. Calculating medication compliance, adherence and persistence in administrative pharmacy claims databases. Pharmaceutical Programming 2008; 1: 13-19.
  • 24 Lesselroth BJ, Felder RS, Adams SM, Cauthers PD, Dorr DA, Wong GJ, Douglas DM. Design and implementation of a medication reconciliation kiosk: the Automated Patient History Intake Device (APHID). J Am Med Inform Assn 2009; 3: 300-304.
  • 25 McDonald CJ, Overhage JM, Tierney WM, Dexter PR, Martin DK, Suico JG, Zafar A, Schadow G, Blevins L, Glazener T. The Regenstrief medical record system: a quarter century experience. Int J Med Inform 1999; 3: 225-253.
  • 26 McDonald CJ, Overhage JM, Barnes M, Schadow G, Blevins L, Dexter PR, Mamlin B. The Indiana network for patient care: a working local health information infrastructure. Health Affairs 2005; 5: 1214-20.
  • 27 Morisky DE, Ang A. Krousel an outpatient setting. J Clin Hypertens 2008; 5: 348-348.
  • 28 Nielsen J. Ten Usability Heuristics. http://www.useit.com/papers/heuristic/heuristic_list.html (March 8, 2012).
  • 29 Osterberg L, Blaschke T. Adherence to medication. New Engl J Med 2005; 5: 487-497.
  • 30 Poon EG, Blumenfeld B, Hamann C, Turchin A, Graydon-Baker E, McCarthy PC, Poikonen J, Mar P. Design and implementation of an application and associated services to support interdisciplinary medication reconciliation efforts at an integrated healthcare delivery network. J Am Med Inform Assn 2006; 6: 581-592.
  • 31 Pronovost P, Hobson D, Earsing K, Lins E, Rinke M, Emery K, Berenholtz S, Lipsett P, Dorman T. A practical tool to reduce medication errors during patient transfer from an intensive care unit. J Crit Care 2004; 1: 26-35.
  • 32 Rozich J, Resar R. Medication safety: one organization’s approach to the challenge. J Clin Outcomes Manage 2001; 10: 27-34.
  • 33 Saleem JJ, Russ AL, Sanderson P, Johnson TR, Zhang J, Sittig DF. Current challenges and opportunities for better integration of human factors research with development of clinical information systems. Yearb Med Inform 2009: 48-58.
  • 34 Schnipper JL, Kirwin JL, Cotugno MC, Wahlstrom SA, Brown BA, Tarvin E, Kachalia A, Horng M, Roy CL, McKean SC. Role of pharmacist counseling in preventing adverse drug events after hospitalization. Arch Intern Med 2006; 5: 565.
  • 35 Schnipper JL, Gandhi TK, Wald JS, Grant RW, Poon EG, Volk LA, Businger A, Siteman E, Buckel L, Middleton B. Design and implementation of a web-based patient portal linked to an electronic health record designed to improve medication safety: the Patient Gateway medications module. Inform Prim Care 2008; 2: 147-155.
  • 36 Schnipper JL, Hamann C, Ndumele CD, Liang CL, Carty MG, Karson AS, Bhan I, Coley CM, Poon E, Tur-chin A. Effect of an electronic medication reconciliation application and process redesign on potential adverse drug events: a cluster-randomized trial. Arch Intern Med 2009; 8: 771.
  • 37 Schnipper JL, Liang CL, Hamann C, Karson AS, Palchuk MB, McCarthy PC, Sherlock M, Turchin A, Bates DW. Development of a tool within the electronic medical record to facilitate medication reconciliation after hospital discharge. J Am Med Inform Assn 2011; 3: 309-313.
  • 38 Schnipper JL, Gandhi TK, Wald JS, Grant RW, Poon EG, Volk LA, Businger A, Williams DH, Siteman E, Buckel L. Effects of an online personal health record on medication accuracy and safety: a cluster-randomized trial. J Am Med Inform Assn 2012; 5: 728-734.
  • 39 Simonaitis L, Belsito A, Overhage JM. Enhancing an ePrescribing system by adding medication histories and formularies: the Regenstrief Medication Hub. AMIA Annual Symposium; 2008
  • 40 Simonaitis L, Dixon BE, Belsito A, Miller T, Overhage JM. Building a Production-Ready Infrastructure to Enhance Medication Management: Early Lessons from the Nationwide Health Information Network. AMIA Annual Symposium; 2009
  • 41 Simonaitis L, Belsito A, Cravens G, Shen C, Overhage JM. Continuity of Care Document (CCD) Enables Delivery of Medication Histories to the Primary Care Clinician. AMIA Annual Symposium; 2010
  • 42 SureScripts.com. http://www.surescripts.com (July 20, 2012).
  • 43 Tam VC, Knowles SR, Cornish PL, Fine N, Marchesano R, Etchells EE. Frequency, type and clinical importance of medication history errors at admission to hospital: a systematic review. Can Med Assoc J 2005; 5: 510.
  • 44 Trindade AJ, Ehrlich A, Kornbluth A, Ullman TA. Are your patients taking their medicine? Validation of a new adherence scale in patients with inflammatory bowel disease and comparison with physician perception of adherence. Falk Symp 2011; 2: 599-604.
  • 45 Turchin A, Hamann C, Schnipper JL, Graydon-Baker E, Millar SG, McCarthy PC, Coley CM, Gandhi TK, Broverman CA. Evaluation of an inpatient computerized medication reconciliation system. J Am Med Inform Assn 2008; 4: 449-452.
  • 46 Uzuner Ö, Solti I, Cadag E. Extracting medication information from clinical text. J Am Med Inform Assn 2010; 5: 514-518.
  • 47 Vira T, Colquhoun M, Etchells E. Reconcilable differences: correcting medication errors at hospital admission and discharge. Qual Saf Health Care 2006; 2: 122-126.
  • 48 Vogelsmeier A, Pepper GA, Oderda L, Weir C. Medication reconciliation: A qualitative analysis of clinicians’ perceptions. Research in Social and Administrative Pharmacy; 2012
  • 49 Weeks G, Stanley L, Vinson MC. Automation of the medication history process: a case report. Hosp Pharm 2005; 12: 1057-1061.
  • 50 Wolzt M, Samama MM, Kapiotis S, Ogata K, Mendell J, Kunitada S. Effect of edoxaban on markers of coagulation in venous and shed blood compared with fondaparinux. Thrombosis and haemostasis 2011; 6: 1080-90. doi: 10.1160/TH10-11-0705.
  • 51 Xu H, Stenner SP, Doan S, Johnson KB, Waitman LR, Denny JC. MedEx: a medication information extraction system for clinical narratives. J Am Med Inform Assn 2010; 1: 19.

Correspondence to:

Jason Cadwallader, MD
410 W 10th St, Suite 2000
Indianapolis, IN 46202
Telefon: 317–423–5631   

  • References

  • 1 American Recovery and Reinvestment Act of 2009. United States Government Printing Office 2009
  • 2 Akwagyriam I, Goodyer L, Harding L, Khakoo S, Millington H. Drug history taking and the identification of drug related problems in an accident and emergency department. J Accid Emerg Med 1996; 3: 166-168.
  • 3 Anderson LW, Sosniak LA. Bloom’s Taxonomy: National Society for the Study of 1994.
  • 4 Andrade SE, Kahler KH, Frech F, Chan KA. Methods for evaluation of medication adherence and persistence using automated databases. Pharmacoepidem Dr S 2006; 8: 565-574.
  • 5 Beckett RD, Crank CW, Wehmeyer A. Effectiveness and Feasibility of Pharmacist-Led Admission Medication Reconciliation for Geriatric Patients. J Pharm Pract 2011; 2: 136-141.
  • 6 Bloom BS, Engelhart M, Furst EJ, Hill WH, Krathwohl DR. Taxonomy of educational objectives: Handbook I: Cognitive domain. New York: David McKay; 1956. 56
  • 7 Blumenthal D. Stimulating the adoption of health information technology. New Engl J Med 2009; 15: 1477-1479.
  • 8 Centers for Medicare & Medicaid Services.. Eligible Hospital and Critical Access Hospital Meaningful Use Menu Set Measures - Measure 6. November 7, 2010. http://www.cms.gov/EHRIncentivePrograms/Downloads/6_Medication_Reconciliation.pdf (March 8, 2012).
  • 9 Cornish PL, Knowles SR, Marchesano R, Tam V, Shadowitz S, Juurlink DN, Etchells EE. Unintended medication discrepancies at the time of hospital admission. Arch Intern Med 2005; 4: 424.
  • 10 Crosswhite R, Beckham SH, Gray P, Hawkins PR, Hughes J. Using a multidisciplinary automated discharge summary process to improve information management across the system. Am J Manag Care 1997; 3: 473-479.
  • 11 Forster AJ, Murff HJ, Peterson JF, Gandhi TK, Bates DW. The incidence and severity of adverse events affecting patients after discharge from the hospital. Ann Intern Med 2003; 3: 161-167.
  • 12 Forster AJ, Murff HJ, Peterson JF, Gandhi TK, Bates DW. Adverse drug events occurring following hospital discharge. J Gen Intern Med 2005; 4: 317-323.
  • 13 Gadkari AS, McHorney CA. Medication nonfulfillment rates and reasons: narrative systematic review. Curr Med Res Opin 2010; 3: 683-705.
  • 14 Gans D, Kralewski J, Hammons T, Dowd B. Medical groups’ adoption of electronic health records and information systems. Health Affair 2005; 5: 1323-1333.
  • 15 Gleason KM, Groszek JM, Sullivan C, Rooney D, Barnard C, Noskin GA. Reconciliation of discrepancies in medication histories and admission orders of newly hospitalized patients. Am J Health Syst Pharm 2004; 16: 1689-1694.
  • 16 Jagannathan V, Mullett CJ, Arbogast JG, Halbritter KA, Yellapragada D, Regulapati S, Bandaru P. Assessment of commercial NLP engines for medication information extraction from dictated clinical notes. Int J Med Inform 2009; 4: 284-291.
  • 17 Jha AK, DesRoches CM, Campbell EG, Donelan K, Rao SR, Ferris TG, Shields A, Rosenbaum S, Blumenthal D. Use of electronic health records in US hospitals. New Engl J Med 2009; 16: 1628-38.
  • 18 Ketchum K, Grass CA, Padwojski A. Medication reconciliation: verifying medication orders and clarifying discrepancies should be standard practice. Am J Nurs 2005; 11: 78.
  • 19 Kramer JS, Hopkins PJ, Rosendale JC, Garrelts JC, Hale LDS, Nester TM, Cochran P, Eidem LA, Haneke RD. Implementation of an electronic system for medication reconciliation. Am J Health Syst Pharm 2007; 4: 404-422.
  • 20 Kushniruk A, Santos S, Pourakis G, Nebeker J, Boockvar K. Cognitive analysis of a medication reconciliation tool: applying laboratory and naturalistic approaches to system evaluation. St Heal T. 2011: 203.
  • 21 Kushniruk AW, Patel VL. Cognitive and usability engineering methods for the evaluation of clinical information systems. J Biomed Inform 2004; 1: 56.
  • 22 Lau HS, Florax C, Porsius AJ, De Boer A. The completeness of medication histories in hospital medical records of patients admitted to general internal medicine wards. Brit J Clin Pharmaco 2000; 6: 597-603.
  • 23 Leslie S, Gwadry-Sridhar F, Thiebaud P, Patel B. Calculating medication compliance, adherence and persistence in administrative pharmacy claims databases. Pharmaceutical Programming 2008; 1: 13-19.
  • 24 Lesselroth BJ, Felder RS, Adams SM, Cauthers PD, Dorr DA, Wong GJ, Douglas DM. Design and implementation of a medication reconciliation kiosk: the Automated Patient History Intake Device (APHID). J Am Med Inform Assn 2009; 3: 300-304.
  • 25 McDonald CJ, Overhage JM, Tierney WM, Dexter PR, Martin DK, Suico JG, Zafar A, Schadow G, Blevins L, Glazener T. The Regenstrief medical record system: a quarter century experience. Int J Med Inform 1999; 3: 225-253.
  • 26 McDonald CJ, Overhage JM, Barnes M, Schadow G, Blevins L, Dexter PR, Mamlin B. The Indiana network for patient care: a working local health information infrastructure. Health Affairs 2005; 5: 1214-20.
  • 27 Morisky DE, Ang A. Krousel an outpatient setting. J Clin Hypertens 2008; 5: 348-348.
  • 28 Nielsen J. Ten Usability Heuristics. http://www.useit.com/papers/heuristic/heuristic_list.html (March 8, 2012).
  • 29 Osterberg L, Blaschke T. Adherence to medication. New Engl J Med 2005; 5: 487-497.
  • 30 Poon EG, Blumenfeld B, Hamann C, Turchin A, Graydon-Baker E, McCarthy PC, Poikonen J, Mar P. Design and implementation of an application and associated services to support interdisciplinary medication reconciliation efforts at an integrated healthcare delivery network. J Am Med Inform Assn 2006; 6: 581-592.
  • 31 Pronovost P, Hobson D, Earsing K, Lins E, Rinke M, Emery K, Berenholtz S, Lipsett P, Dorman T. A practical tool to reduce medication errors during patient transfer from an intensive care unit. J Crit Care 2004; 1: 26-35.
  • 32 Rozich J, Resar R. Medication safety: one organization’s approach to the challenge. J Clin Outcomes Manage 2001; 10: 27-34.
  • 33 Saleem JJ, Russ AL, Sanderson P, Johnson TR, Zhang J, Sittig DF. Current challenges and opportunities for better integration of human factors research with development of clinical information systems. Yearb Med Inform 2009: 48-58.
  • 34 Schnipper JL, Kirwin JL, Cotugno MC, Wahlstrom SA, Brown BA, Tarvin E, Kachalia A, Horng M, Roy CL, McKean SC. Role of pharmacist counseling in preventing adverse drug events after hospitalization. Arch Intern Med 2006; 5: 565.
  • 35 Schnipper JL, Gandhi TK, Wald JS, Grant RW, Poon EG, Volk LA, Businger A, Siteman E, Buckel L, Middleton B. Design and implementation of a web-based patient portal linked to an electronic health record designed to improve medication safety: the Patient Gateway medications module. Inform Prim Care 2008; 2: 147-155.
  • 36 Schnipper JL, Hamann C, Ndumele CD, Liang CL, Carty MG, Karson AS, Bhan I, Coley CM, Poon E, Tur-chin A. Effect of an electronic medication reconciliation application and process redesign on potential adverse drug events: a cluster-randomized trial. Arch Intern Med 2009; 8: 771.
  • 37 Schnipper JL, Liang CL, Hamann C, Karson AS, Palchuk MB, McCarthy PC, Sherlock M, Turchin A, Bates DW. Development of a tool within the electronic medical record to facilitate medication reconciliation after hospital discharge. J Am Med Inform Assn 2011; 3: 309-313.
  • 38 Schnipper JL, Gandhi TK, Wald JS, Grant RW, Poon EG, Volk LA, Businger A, Williams DH, Siteman E, Buckel L. Effects of an online personal health record on medication accuracy and safety: a cluster-randomized trial. J Am Med Inform Assn 2012; 5: 728-734.
  • 39 Simonaitis L, Belsito A, Overhage JM. Enhancing an ePrescribing system by adding medication histories and formularies: the Regenstrief Medication Hub. AMIA Annual Symposium; 2008
  • 40 Simonaitis L, Dixon BE, Belsito A, Miller T, Overhage JM. Building a Production-Ready Infrastructure to Enhance Medication Management: Early Lessons from the Nationwide Health Information Network. AMIA Annual Symposium; 2009
  • 41 Simonaitis L, Belsito A, Cravens G, Shen C, Overhage JM. Continuity of Care Document (CCD) Enables Delivery of Medication Histories to the Primary Care Clinician. AMIA Annual Symposium; 2010
  • 42 SureScripts.com. http://www.surescripts.com (July 20, 2012).
  • 43 Tam VC, Knowles SR, Cornish PL, Fine N, Marchesano R, Etchells EE. Frequency, type and clinical importance of medication history errors at admission to hospital: a systematic review. Can Med Assoc J 2005; 5: 510.
  • 44 Trindade AJ, Ehrlich A, Kornbluth A, Ullman TA. Are your patients taking their medicine? Validation of a new adherence scale in patients with inflammatory bowel disease and comparison with physician perception of adherence. Falk Symp 2011; 2: 599-604.
  • 45 Turchin A, Hamann C, Schnipper JL, Graydon-Baker E, Millar SG, McCarthy PC, Coley CM, Gandhi TK, Broverman CA. Evaluation of an inpatient computerized medication reconciliation system. J Am Med Inform Assn 2008; 4: 449-452.
  • 46 Uzuner Ö, Solti I, Cadag E. Extracting medication information from clinical text. J Am Med Inform Assn 2010; 5: 514-518.
  • 47 Vira T, Colquhoun M, Etchells E. Reconcilable differences: correcting medication errors at hospital admission and discharge. Qual Saf Health Care 2006; 2: 122-126.
  • 48 Vogelsmeier A, Pepper GA, Oderda L, Weir C. Medication reconciliation: A qualitative analysis of clinicians’ perceptions. Research in Social and Administrative Pharmacy; 2012
  • 49 Weeks G, Stanley L, Vinson MC. Automation of the medication history process: a case report. Hosp Pharm 2005; 12: 1057-1061.
  • 50 Wolzt M, Samama MM, Kapiotis S, Ogata K, Mendell J, Kunitada S. Effect of edoxaban on markers of coagulation in venous and shed blood compared with fondaparinux. Thrombosis and haemostasis 2011; 6: 1080-90. doi: 10.1160/TH10-11-0705.
  • 51 Xu H, Stenner SP, Doan S, Johnson KB, Waitman LR, Denny JC. MedEx: a medication information extraction system for clinical narratives. J Am Med Inform Assn 2010; 1: 19.