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How do clinicians reconcile conditions and medications? The cognitive context of medication reconciliation

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Abstract

Medication omissions and dosing failures are frequent during transitions in patient care. Medication reconciliation (MR) requires bridging discrepancies in a patient’s medical history as a setting for care changes. MR has been identified as vulnerable to failure, and a clinician’s cognition during MR remains poorly described in the literature. We sought to explore cognition in MR tasks. Specifically, we sought to explore how clinicians make sense of conditions and medications. We observed 24 anesthesia providers performing a card-sorting task to sort conditions and medications for a fictional patient. We analyzed the spatial properties of the data using statistical methods. Most of the participants (58%) arranged the medications along a straight line (p < 0.001). They sorted medications by organ systems (Friedman’s χ 2(54) = 325.7, p < 0.001). These arrangements described the clinical correspondence between each two medications (Wilcoxon W = 192.0, p < 0.001). A cluster analysis showed that the subjects matched conditions and medications related to the same organ system together (Wilcoxon W = 1917.0, p < 0.001). We conclude that the clinicians commonly arranged the information into two groups (conditions and medications) and assigned an internal order within these groups, according to organ systems. They also matched between conditions and medications according to similar criteria. These findings were also supported by verbal protocol analysis. The findings strengthen the argument that organ-based information is pivotal to a clinician’s cognition during MR. Understanding the strategies and heuristics, clinicians employ through the MR process may help to develop practices to promote patient safety.

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References

  • Agrawal A (2009) Medication errors: prevention using information technology systems. Br J Clin Pharmacol 67:681–686

    Article  Google Scholar 

  • Ahn WK, Medin DL (1992) A two-stage model of category construction. Cogn Sci 16:81–121

    Article  Google Scholar 

  • Boockvar KS, LaCorte HC, Giambanco V, Fridman B, Siu A (2006) Medication reconciliation for reducing drug-discrepancy adverse events. Am J Geriatr Pharmacother 4:236–243

    Article  Google Scholar 

  • Boshuizen HPA, Schmidt HG (1992) On the role of biomedical knowledge in clinical reasoning by experts, intermediates and novices. Cogn Sci 16:153–184

    Article  Google Scholar 

  • Brady AM, Malone AM, Fleming S (2009) A literature review of the individual and systems factors that contribute to medication errors in nursing practice. J Nurs Manag 17:679–697

    Article  Google Scholar 

  • Budnitz DS, Pollock DA, Weidenbach KN, Mendelsohn AB, Schroeder TJ, Annest JL (2006) National surveillance of emergency department visits for outpatient adverse drug events. JAMA 296:1858–1866

    Article  Google Scholar 

  • Cacciabue PC, Vella G (2010) Human factors engineering in healthcare systems: the problem of human error and accident management. Int J Med Inform 79:e1–e17

    Article  Google Scholar 

  • Charlin B, Tardif J, Boshuizen HP (2000) Scripts and medical diagnostic knowledge: theory and applications for clinical reasoning instruction and research. Acad Med 75:182–190

    Article  Google Scholar 

  • Clay BJ, Halasyamani L, Stucky ER, Greenwald JL, Williams MV (2008) Results of a medication reconciliation survey from the 2006 Society of Hospital Medicine national meeting. J Hosp Med 3:465–472

    Article  Google Scholar 

  • Coffey M, Cornish P, Koonthanam T, Etchells E, Matlow A (2009) Implementation of admission medication reconciliation at two academic health sciences centres: challenges and success factors. Healthc Q 12(Spec No Patient):102–109

    Google Scholar 

  • Cook RI, Render M, Woods DD (2000) Gaps in the continuity of care and progress on patient safety. BMJ 320:791–794

    Article  Google Scholar 

  • Cornish PL, Knowles SR, Marchesano R, Tam V, Shadowitz S, Juurlink DN, Etchells EE (2005) Unintended medication discrepancies at the time of hospital admission. Arch Intern Med 165:424–429

    Article  Google Scholar 

  • Coxon APM (1999) Sorting data: collection and analysis. Sage, Thousand Oaks

    MATH  Google Scholar 

  • D’Zurilla TJ, Goldfried MR (1971) Problem solving and behavior modification. J Abnorm Psychol 78:107–126

    Article  Google Scholar 

  • Elstein AS, Schwartz A, Schwarz A (2002) Clinical problem solving and diagnostic decision making: selective review of the cognitive literature. BMJ 324:729–732

    Article  Google Scholar 

  • Frei P, Huber LC, Simon RW, Bonani M, Luscher TF (2009) Insufficient medication documentation at hospital admission of cardiac patients: a challenge for medication reconciliation. J Cardiovasc Pharmacol 54:497–501

    Article  Google Scholar 

  • Gandara E, Moniz T, Ungar J, Lee J, Chan-Macrae M, O’Malley T, Schnipper JL (2009) Communication and information deficits in patients discharged to rehabilitation facilities: an evaluation of five acute care hospitals. J Hosp Med 4:E28–E33

    Article  Google Scholar 

  • Hayes BD, Donovan JL, Smith BS, Hartman CA (2007) Pharmacist-conducted medication reconciliation in an emergency department. Am J Health Syst Pharm 64:1720–1723

    Article  Google Scholar 

  • Joint Commission on Accreditation of Healthcare Organizations (JCAHO) (2006) Using medication reconciliation to prevent errors. Jt Comm J Qual Patient Saf 32:230–232

    Google Scholar 

  • Jylha V, Saranto K (2008) Electronic documentation in medication reconciliation—a challenge for health care professionals. Appl Nurs Res 21:237–239

    Article  Google Scholar 

  • Kramer JS, Hopkins PJ, Rosendale JC, Garrelts JC, Hale LS, Nester TM, Cochran P, Eidem LA, Haneke RD (2007) Implementation of an electronic system for medication reconciliation. Am J Health Syst Pharm 64:404–422

    Article  Google Scholar 

  • Kushniruk AW, Patel VL, Marley AA (1998) Small worlds and medical expertise: implications for medical cognition and knowledge engineering. Int J Med Inform 49:255–271

    Article  Google Scholar 

  • Landrigan CP, Parry GJ, Bones CB, Hackbarth AD, Goldmann DA, Sharek PJ (2010) Temporal trends in rates of patient harm resulting from medical care. N Engl J Med 363:2124–2134

    Article  Google Scholar 

  • Manning DM, O’Meara JG, Williams AR, Rahman A, Myhre D, Tammel KJ, Carter LC (2007) 3D: a tool for medication discharge education. Qual Saf Health Care 16:71–76

    Article  Google Scholar 

  • Miller SL, Miller S, Balon J, Helling TS (2008) Medication reconciliation in a rural trauma population. Ann Emerg Med 52:483–491

    Article  Google Scholar 

  • Patel VL, Groen GJ (1986) Knowledge based solution strategies in medical reasoning. Cogn Sci 10:91–116

    Article  Google Scholar 

  • Patel VL, Groen CJ, Patel YC (1997) Cognitive aspects of clinical performance during patient workup: the role of medical expertise. Adv Health Sci Educ: Theory Pract 2:95–114

    Article  Google Scholar 

  • Patel VL, Kaufman DR, Arocha JF (2002) Emerging paradigms of cognition in medical decision-making. J Biomed Inform 35:52–75

    Article  Google Scholar 

  • Pippins JR, Gandhi TK, Hamann C, Ndumele CD, Labonville SA, Diedrichsen EK, Carty MG, Karson AS, Bhan I, Coley CM et al (2008) Classifying and predicting errors of inpatient medication reconciliation. J Gen Intern Med 23:1414–1422

    Article  Google Scholar 

  • Poon EG, Blumenfeld B, Hamann C, Turchin A, Graydon-Baker E, McCarthy PC, Poikonen J, Mar P, Schnipper JL, Hallisey RK et al (2006) 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 Assoc 13:581–592

    Article  Google Scholar 

  • Pronovost P, Weast B, Schwarz M, Wyskiel RM, Prow D, Milanovich SN, Berenholtz S, Dorman T, Lipsett P (2003) Medication reconciliation: a practical tool to reduce the risk of medication errors. J Crit Care 18:201–205

    Article  Google Scholar 

  • Rath JF, Langenbahn DM, Simon D, Sherr RL, Fletcher J, Diller L (2004) The construct of problem solving in higher level neuropsychological assessment and rehabilitation. Arch Clin Neuropsychol 19:613–635

    Article  Google Scholar 

  • Richardson M, Ball L (2009) Internal representations, external representations and ergonomics: towards a theoretical integration. Theor Issues Ergon Sci 10:335–376

    Article  Google Scholar 

  • Rosch E, Mervis CB (1975) Family resemblances: Studies in the internal structure of categories. Cogn Psychol 7:573–605

    Article  Google Scholar 

  • Round A (2001) Introduction to clinical reasoning. J Eval Clin Pract 7:109–117

    Article  Google Scholar 

  • Schnipper JL, Hamann C, Ndumele CD, Liang CL, Carty MG, Karson AS, Bhan I, Coley CM, Poon E, Turchin A et al (2009) Effect of an electronic medication reconciliation application and process redesign on potential adverse drug events: a cluster-randomized trial. Arch Intern Med 169:771–780

    Article  Google Scholar 

  • Stoicu-Tivadar L, Stoicu-Tivadar V (2006) Human-computer interaction reflected in the design of user interfaces for general practitioners. Int J Med Inform 75:335–342

    Article  Google Scholar 

  • Thomas RP, Dougherty MR, Sprenger AM, Harbison JI (2008) Diagnostic hypothesis generation and human judgment. Psychol Rev 115:155–185

    Article  Google Scholar 

  • Turchin A, Hamann C, Schnipper JL, Graydon-Baker E, Millar SG, McCarthy PC, Coley CM, Gandhi TK, Broverman CA (2008) Evaluation of an inpatient computerized medication reconciliation system. J Am Med Inform Assoc 15:449–452

    Article  Google Scholar 

  • Tversky A, Kahneman D (1974) Judgment under uncertainty: heuristics and biases. Science 185:1124–1131

    Article  Google Scholar 

  • Vashitz G, Nunnally M, Bitan Y, Parmet Y, O’Connor M, Cook RI (2010) Making sense of diseases in medication reconciliation. Cogn Tech Work 13:151–158

    Google Scholar 

  • Vickrey BG, Samuels MA, Ropper AH (2010) How neurologists think: a cognitive psychology perspective on missed diagnoses. Ann Neurol 67:425–433

    Article  Google Scholar 

  • Walker PC, Bernstein SJ, Jones JN, Piersma J, Kim HW, Regal RE, Kuhn L, Flanders SA (2009) Impact of a pharmacist-facilitated hospital discharge program: a quasi-experimental study. Arch Intern Med 169:2003–2010

    Article  Google Scholar 

  • Weingart SN, Cleary A, Seger A, Eng TK, Saadeh M, Gross A, Shulman LN (2007) Medication reconciliation in ambulatory oncology. Jt Comm J Qual Patient Saf 33:750–757

    Google Scholar 

  • Wong JD, Bajcar JM, Wong GG, Alibhai SM, Huh JH, Cesta A, Pond GR, Fernandes OA (2008) Medication reconciliation at hospital discharge: evaluating discrepancies. Ann Pharmacother 42:1373–1379

    Article  Google Scholar 

  • Woods DD, Hollnagel E (1987) Mapping cognitive demands in complex problem-solving worlds. Int J Man Mach Stud 26:257–275

    Article  Google Scholar 

Download references

Acknowledgments

This work was kindly supported in part by a Fulbright doctoral dissertation research scholarship to Geva Vashitz. We thank Christine Jette, MD, and Annette Martini, MD, for their help in constructing the experiment. GV was supported by a Fulbright doctoral dissertation research scholarship.

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Correspondence to Geva Vashitz.

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Vashitz, G., Nunnally, M.E., Parmet, Y. et al. How do clinicians reconcile conditions and medications? The cognitive context of medication reconciliation. Cogn Tech Work 15, 109–116 (2013). https://doi.org/10.1007/s10111-011-0189-0

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  • DOI: https://doi.org/10.1007/s10111-011-0189-0

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