Diagnostic Reasoning and Decision Making in the Context of Health Information Technology

Reviews of Human Factors and Ergonomics

Volumn 8, Issue 1, 2013, Pages 149-190

  Patel, Vimla L ^a   Kaufman, David R ^a   Kannampallil, Thomas G ^b  

^a ARIZONA STATE UNIVERSITY   (United States)

^b NEW YORK ACADEMY OF MEDICINE   (United States)

Author keywords

diagnostic reasoning; expertise; heuristic and biases; knowledge based solution strategies; medical decision making; naturalistic decision making; technology mediated cognition

Indexed keywords

EID: 84884640462     PISSN: 1557234X     EISSN: None     Source Type: Book Series    
DOI: 10.1177/1557234X13492978     Document Type: Article

References (199)

1. Almashat S.,Ayotte B.,Edelstein B.,Margrett J.Framing effect debiasing in medical decision making.Patient Education and Counseling. 2008;71:102-107.
2. Amalberti R.What is the future and which safety strategy for an ultrasafe system?.Transfusion Clinique et Biologique. 2009;16 (2): 80-85.
3. Anderson J. R.Acquisition of cognitive skill.Psychological Review. 1982;89:369-406.
4. Arkes H. R.,Harkness A. R.Effect of making a diagnosis on subsequent recognition of symptoms.Journal of Experimental Psychology. 1980;6:568-575.
5. Arocha J. F.,Patel V. L.Discourse comprehension: Essays in honor of Walter Kintsch. Weaver C. A.Mannes S.Fletcher C. R., ed. Hillsdale, NJ: Lawrence Erlbaum; 1995:359-381.
6. Arocha J. F.,Patel V. L.,Patel Y. C.Hypothesis generation and the coordination of theory and evidence in novice diagnostic reasoning.Medical Decision Making. 1993;13:198-211.
7. Ash J. S.,Berg M.,Coiera E.Some unintended consequences of information technology in health care: the nature of patient care information system-related errors.Journal of the American Medical Informatics Association. 2004;11:104-112.
8. Ash J. S.,Sittig D. F.,Dykstra R. H.,Guappone K.,Carpenter J. D.,Seshadri V.Categorizing the unintended sociotechnical consequences of computerized provider order entry.International Journal of Medical Informatics. 2007;76:S21-27.
9. Ash J. S.,Stavri P. Z.,Kuperman G. J.A consensus statement on considerations for a successful CPOE implementation.Journal of the American Medical Informatics Association. 2003;10:229-234.
10. Bates D. W.,Boyle D. L.,Teich J. M.Impact of computerized physician order entry on physician time. Proceedings of the Annual Symposium on Computer Application in Medical Care; 1994Bethesda, MD: American Medical Informatics Association; 1994. 996.
11. Bates D. W.,Leape L. L.,Cullen D. J.,Laird N.,Petersen L. A.,Teich J. M.,Seger D. L.Effect of computerized physician order entry and a team intervention on prevention of serious medication errors.Journal of Biomedical Informatics. 1998;280:1311-1316.
12. Bates D. W.,Teich J. M.,Lee J.,Seger D. L.,Kuperman G. J.,Ma'Luf N.,Leape L. L.The impact of computerized physician order entry on medication error prevention.Journal of the American Medical Informatics Association. 1999;6:313-321.
13. Bauer D. T.,Guerlain S.Improving the usability of intravenous medication labels to support safe medication delivery.International Journal of Industrial Ergonomics. 2011;41:394-399.
14. Benner P.,Tanner C.Clinical judgment: How expert nurses use intuition.American Journal of Nursing. 1987;87:23-31.
15. Berg M.,Goorman E.The contextual nature of medical information.International Journal of Medical Informatics. 1999;56:51-60.
16. Berner E. S.Diagnostic error in medicine: Introduction.Advances in Health Science Education: Theory and Practice. 2009;1:1-5.
17. Berner E. S.,Graber M. L.Overconfidence as a cause of diagnostic error in medicine.American Journal of Medicine. 2008;121:S2-23.
18. Bloomrosen M.,Starren J.,Lorenzi N. M.,Ash J. S.,Patel V. L.,Shortliffe E. H.Anticipating and addressing the unintended consequences of health IT and policy: A report from the AMIA 2009 Health Policy Meeting.Journal of the American Medical Informatics Association. 2011;18:82-90.
19. Bond W.,Kuhn G.,Binstadt E.,Quirk M.,Wu T.,Tews M.,Ericsson K. A.The use of simulation in the development of individual cognitive expertise in emergency medicine.Academic Emergency Medicine. 2008;15:1037-1045.
20. Bordage G.,Zacks R.The structure of medical knowledge and the memories of medical students and general practitioners.Medical Education. 1984;18:406-416.
21. Bornstein B. H.,Emier A. C.Rationality in medical decision-making: A review of the literature on doctors' decision-making biases.Journal of Evaluation in Clinical Practice. 2001;7:97-107.
22. Brooks L.Cognition and categorization. Rosch E.Lloyd B. B., ed. Hillsdale, NJ: Lawrence Erlbaum; 1978:169-211.
23. Brooks L. R.,Norman G. R.,Allen S. W.Role of specific similarity in a medical diagnostic task.Journal of Experimental Psychology General. 1991;120:278-287.
24. Camerer C. F.,Johnson E. J.Towards a general theory of expertise: Prospects and limits. Ericsson K. A.Smith J., ed. New York, NY: Cambridge University Press; 1991:195-217.
25. Carayon P.,Karsh B.-T.,Gurses A. P.,Holden R. J.,Hoonakker P.,Hundt A. S.,Wetterneck T.Reviews of human factors and ergonomics. Morrow D. G., ed. Santa Monica, CA: Human Factors and Ergonomics Society; in press:.
26. Chapman G. B.,Elstein A. S.Decision making in health care: Theory, psychology, and applications. Chapman G. B.Sonnenberg F. A., ed. New York, NY: Cambridge University Press; 2000:183-210.
27. Chase W. G.,Simon H. A.Perception in chess.Cognitive Psychology. 1973;4:55-81.
28. Chi M. T. H.,Glaser R.Categorization and representation of physics problems by experts and novices.Cognitive Science. 1981;5:121-152.
29. Clancey W. J.The nature of expertise. Chi M. T. H.Glaser R., ed. Hillsdale, NJ: Lawrence Erlbaum; 1988:343-418.
30. Clancey W. J.,Shortliffe E. H.Readings in medical artificial intelligence: The first decade. Reading, MA: Addison-Wesley; 1984:.
31. Co J. P. T.,Johnson S. A.,Poon E. G.,Fiskio J.,Rao S. R.,Van Cleave J.,Ferris T. G.Electronic health record decision support and quality of care for children with ADHD.Pediatrics. 2010;126:239-246.
32. Cordero L.,Kuehn L.,Kumar R. R.,Mekhjian H. S.Impact of computerized physician order entry on clinical practice in a newborn intensive care unit.Journal of Perinatology. 2004;24:88-93.
33. Crandall B.,Calderwood R.Clinical assessment skills of experienced neonatal intensive care nurses. Yellow Springs, OH: Klein Associates; 1989:.
34. Croskerry P.Cognitive forcing strategies in clinical decision-making.Annals of Emergency Medicine. 2003a;41:110-120.
35. Croskerry P.The importance of cognitive errors in diagnosis and strategies to minimize them.Academic Medicine. 2003b;78:775-780.
36. Croskerry P.Safe and effective: The eight essential elements of an optimal medication-use system. MacKinnon N., ed. Ottawa, Canada: Canadian Pharmacists Association; 2007:.
37. Crowley R. S.,Naus G. J.,Stewart J.,Friedman C. P.Development of visual diagnostic expertise in pathology: An information-processing study.Journal of the American Medical Informatics Association. 2003;10:39-51.
38. Dawes R. M.Rational choice in an uncertain world. San Diego, CA: Harcourt, Brace, Janovich; 1988:.
39. de Dombal F. T.,Leaper D. J.,Staniland J. R.,McCann A. P.,Horrocks J. C.Computer aided diagnosis of acute abdominal pain.British Medical Journal. 1972;1:376-380.
40. de Groot A. D.Thought and choice in chess. The Hague, Netherlands: Mouton; 1965:.
41. Dobbie A. E.,Schneider F. D.,Anderson A. D.,Littlefield J.What evidence supports teaching evidence-based medicine?.Academic Medicine. 2000;75:1184-1185.
42. Professional judgment: A reader in clinical decision making. Dowie J.Elstein A., ed. New York, NY: Cambridge University Press; 1988:.
43. Drews F. A.,Bakdash J. Z.Reviews of human factors and ergonomics. Morrow D. G., ed. Santa Monica, CA: Human Factors and Ergonomics Society; in press:.
44. Dunbar K. N.,Klahr D.The Oxford handbook of thinking and reasoning. Holyoak K. J.Morrison R. J., ed. New York, NY: Oxford University Press; 2012:701-718.
45. Elstein K. A.,Shulman L. S.,Sprafka S. A.Medical problem solving: An analysis of clinical reasoning. Cambridge, MA: Harvard University Press; 1978:.
46. The road to excellence: The acquisition of expert performance in the arts and sciences, sports. Ericsson K. A., ed. Hillsdale, NJ: Lawrence Erlbaum; 1996:.
47. Ericsson K. A.,Simon H. A.Protocol analysis: Verbal reports as data. 1993). Protocol analysis: Verbal reports as data (Rev. ed.). Cambridge, MA: MIT Press.Cambridge, MA: MIT Press; 1993:.
48. Ericsson K. A.,Smith J.Toward a general theory of expertise. New York, NY: Cambridge University Press; 1991:.
49. Cognitive science in medicine: Biomedical modeling. Evans D. A.Patel V. L., ed. Cambridge, MA: MIT Press; 1988:.
50. Advanced models of cognition for medical training and practice. Evans D. A.Patel V. L., ed. Heidelberg, Germany: Springer-Verlag; 1992:.
51. Evans J. S. B. T.In two minds: Dual-process accounts of reasoning.Trends in Cognitive Sciences. 2003;7:454-459.
52. Evans J. S. B. T.The Oxford handbook of thinking and reasoning. Holyoak K. J.Morrison R. J., ed. New York, NY: Oxford University Press; 2012:115-133.
53. Feinstein A. R.An analysis of diagnostic reasoning: I. The domains and disorders of clinical macrobiology. Yale Journal of Biological Medicine. 1973a;46:212-232.
54. Feinstein A. R.An analysis of diagnostic reasoning: II. The strategy of intermediate decisions. Yale Journal of Biological Medicine. 1973b;46:264-283.
55. Feltovich P. J.,Johnson P. E.,Moller J. H.,Swanson D. B.Readings in medical artificial intelligence: The first decade. Clancey W. J.Shortliffe E. H., ed. Reading, MA: Addison Wesley; 1984:275-319.
56. Feltovich P. J.,Spiro R. J.,Coulson R. L.Test theory for a new generation of tests. Frederiksen N.Mislevy R. J.Bejar I. I., ed. Hillsdale, NJ: Lawrence Erlbaum; 1993:.
57. Flexner A.,Pritchett H. S.Medical education in the United States and Canada: A report to the Carnegie Foundation for the Advancement of Teaching. Boston, MA: Merrymount Press; 1910:.
58. Flin R.,Patey R.Improving patient safety through training in non-technical skills.British Medical Journal. 2009;339:.
59. Franklin A.,Liu Y.,Li Z.,Nguyen V.,Johnson T. R.,Robinson D.,Zhang J.Opportunistic decision making and complexity in emergency care.Journal of Biomedical Informatics. 2011;44:469-476.
60. Friedlander M. L.,Phillips S. D.Preventing anchoring errors in clinical judgment.Journal of Consulting and Clinical Psychology. 1984;52:366-371.
61. Friedman C. P.,Elstein A. S.,Wolf F. M.,Murphy G. C.,Franz T. M.,Heckerling P. S.,Abraham V.Enhancement of clinicians' diagnostic reasoning by computer-based consultationa multisite study of 2 systems.JAMA. 1999;282:1851-1856.
62. Gandhi T. K.,Weingart S. N.,Seger A. C.,Borus J.,Burdick E.,Poon E. G.,Bates D. W.Outpatient prescribing errors and the impact of computerized prescribing.Journal of General Internal Medicine. 2005;20:837-841.
63. Garcia-Retamero R.,Cokely E. T.Effective communication of risks to young adults: Using message framing and visual aids to increase condom use and STD screening.Journal of Experimental Psychology-Applied. 2011;17:270-281.
64. Gawande A.The checklist manifesto: How to get things right. New York, NY: Metropolitan Books; 2010:.
65. Gentner D.,Holyoak K. J.Reasoning and learning by analogy: Introduction.American Psychologist. 1997;52:32-34.
66. Gigerenzer G.,Gaissmaier W.Heuristic decision making. Annual Review of Psychology. 2011;62:451-482.
67. Graber M. A.,VanScoy D.How well does decision support software perform in the emergency department?.Emergency Medicine Journal. 2003;20:426-428.
68. Graber M. L.,Kissam S.,Payne V. L.,Meyer A. N.,Sorensen A.,Lenfestey N.,Singh H.Cognitive interventions to reduce diagnostic error: A narrative review.BMJ Quality and Safety. 2012;21:535-557.
69. Han Y. Y.,Carcillo J. A.,Venkataraman S. T.,Clark R. S.,Watson R. S.,Nguyen T. C.,Orr R. A.Unexpected increased mortality after implementation of a commercially sold computerized physician order entry system.Pediatrics. 2005;116:1506-1512.
70. Harrison M.,Koppel R.,Bar-Lev S.Unintended consequences of information technologies in health care: An interactive sociotechnical analysis.Journal of the American Medical Informatics Association. 2007;14:542-549.
71. Hassebrock F.,Prietula M. J.A protocol-based coding scheme for the analysis of medical reasoning.International Journal of Man-Machine Studies. 1992;37:613-652.
72. Hastie R.Problems for judgment and decision making.Annual Review of Psychology. 2001;52:653-683.
73. Clinical reasoning in the health professions. 2008). Clinical reasoning in the health professions (3rd rev. ed.). Philadephia, PA: Elsevier Butterworth Heinemann.Higgs J.Jones M. A.Loftus S.Christensen N., ed. Philadephia, PA: Elsevier Butterworth Heinemann; 2008:.
74. Hoffman R. R.Exploring expertise. Williams R.Faulkner W.Fleck J., ed. Edinburgh, Scotland: University of Edinburgh Press; 1996:81-100.
75. Hollnagel E.,Woods D. D.Joint cognitive systems: Foundations of cognitive systems engineering. Boca Raton, FL: Taylor & Francis; 2005:.
76. Holyoak K. J.,Thagard P.The analogical mind.American Psychologist. 1997;52:35-44.
77. Horsky J.,Kuperman G. J.,Patel V. L.Comprehensive analysis of a medication dosing error related to CPOE.Journal of the American Medical Informatics Association. 2005;12:377-382.
78. Husch M.,Sullivan C.,Rooney D.,Barnard C.,Fortis M.,Clarke J.,Noskin G.Insights from the sharp end of intravenous medication errors: implications for infusion pump technology.Quality and Safety in Health Care. 2005;14:80-86.
79. Hutchins E.Cognition in the wild. Cambridge, MA: MIT Press; 1995:.
80. Washington, DC: Author; 2011:.
81. Jaarsma C.,Schalla S.,Cheriex E. C.,Smulder M. W.,van Dongen I.,Nelemans P. J.,Bekkers S. C. A. M.Incremental value of cardiovascular magnetic resonance over echocardiography in the detection of acute and chronic myocardial infarction.Journal of Cardiovascular Magnetic Resonance. 2013;15 (5):.
82. Johnson P. E.,Duran A. S.,Hassebrock F.,Moller J.,Prietula M.,Feltovich P. J.,Swanson D. B.Expertise and error in diagnostic reasoning.Cognitive Science. 1981;5:235-283.
83. Joseph G. M.,Patel V. L.Domain knowledge and hypothesis generation in diagnostic reasoning.Medical Decision Making. 1990;10:31-46.
84. Kahneman D.Thinking, fast and slow. New York, NY: Farrar, Straus and Giroux; 2011:.
85. Kahneman D.,Klein G.Conditions for intuitive expertise: A failure to disagree.American Psychologist. 2009;64:515-526.
86. Kahneman D.,Tversky A.Choices, values, and frames.American Psychologist. 1984;39:341-350.
87. Kannampallil T. G.,Schauer G. F.,Cohen T.,Patel V. L.Considering complexity in healthcare systems.Journal of Biomedical Informatics. 2011;44:943-947.
88. Kassirer J. P.Diagnostic reasoning.Annals of Internal Medicine. 1989;110:893-900.
89. Kaufman D. R.,Keselman A.,Patel V. L.International handbook of research on conceptual change. Vosniadou S., ed. Mahwah, NJ: Lawrence Erlbaum; 2008:295-397.
90. Kaushal R.,Shojania K. G.,Bates D. W.Effects of computerized physician order entry and clinical decision support systems on medication safety: A systematic review.Archives of Internal Medicine. 2003;163:1409-1416.
91. KelleyR. (2009). Where can $700 billion in waste be cut annually from the U.S. healthcare system?Ann Arbor, MI: Thomson Reuters. Retrieved from http://www.ncrponline.org/PDFs/2009/Thomson_Reuters_White_Paper_on_Healthcare_Waste.pdf.
92. Keren G.,Schul Y.Two is not always better than one: A critical evaluation of two system theories.Perspectives on Psychological Science. 2009;4:533-550.
93. King W. J.,Paice N.,Rangrej J.,Forestell G. W.,Swartz R.The effect of computerized physician order entry on medication errors and adverse drug events in pediatric inpatients.Pediatrics. 2003;112:506-509.
94. Klein D. E.,Klein H. E.,Klein G. Paper presented at the 5th International Conference on Human Interaction with Complex Systems; 2000Urbana, IL; 2000.
95. Klein G. A.Naturalistic decision making.Human Factors. 2008;50:456-460.
96. Klein G. A.,Calderwood R.,Clinton Cirroco A.Rapid decision making on the fire ground. Yellow Springs, OH: Klein Associates; 1986:.
97. Klein G. A.,Calderwood R.,MacGregor D.Critical decision method for eliciting knowledge.IEEE Transactions on Systems. 1989;19:462-472.
98. Klein G. A.,Orasanu J.,Calderwood R.,Zsambok C.Decision making in action: Models and methods. Westport, CT: Ablex; 1993:.
99. Kleinmuntz B.Formal representation of human subject. Kleinmuntz B., ed. New York, NY: John Wiley; 1968:149-186.
100. Kok J.,Chen S. C.,Dwyer D. E.,Iredell J. R.Current status of matrix-assisted laser desorption ionisation-time of fl{ligature}ight mass spectrometry in the clinical microbiology laboratory.Pathology. 2013;45:4-17.
101. Koppel R.,Metlay J. P.,Cohen A.,Abaluck B.,Localio A. R.,Kimmel S. E.,Strom B. L.Role of computerized physician order entry systems in facilitating medication errors.JAMA. 2005;293:1197-1203.
102. Krupinski E. Paper presented at SPIE Medical Imaging 2013: Image Perception, Observer Performance, and Technology Assessment; 2013Lake Buena Vista, FL; 2013.
103. Kuperman G.,Boyle D.,Jha A.,Rittenberg E.,Ma'Luf N.,Tanasijevic M.,Bates D.How promptly are inpatients treated for critical laboratory results?.Journal of the American Medical Informatics Association. 1998;5:112-119.
104. Kuperman G. J.,Gibson R. F.Computer physician order entry: Benefits, costs, and issues.Annals of Internal Medicine. 2003;139:31-39.
105. Kushniruk A. W.,Kaufman D. R.,Patel V. L.,Levesque Y.,Lottin P.Assessment of a computerized patient record system: A cognitive approach to evaluating medical technology.MD Computing. 1996;13:406-415.
106. Larkin J.,McDermott J.,Simon D. P.,Simon H. A.Expert and novice performance in solving physics problems.Science. 1980;208:1335-1342.
107. Ledley R. S.,Lusted L. B.Reasoning foundations of medical diagnosis.Science. 1959;130:9-21.
108. Lehman M. L.,Brill J. H.,Skarulis P. C.,Keller D.,Lee C.Physician order entry impact on drug turn-around times. Proceedings of the 2001 AMIA Annual Symposium; 2001Washington, DC: Hanley & Belfus; 2001. 359.
109. Leprohon J.,Patel V. L.Decision-making strategies for telephone triage in emergency medical services.Medical Decision Making. 1995;15:240-253.
110. Lesgold A.Cognitive science in medicine: Biomedical modeling. Evans D. A.Patel V. L., ed. Cambridge, MA: MIT Press; 1989:373-400.
111. Lesgold A.,Rubinson H.,Feltovich P. J.,Glaser R.,Klopfer D.,Wang Y.The nature of expertise. Chi M. T. H.Glaser R., ed. Hillsdale, NJ: Lawrence Erlbaum; 1988:311-342.
112. Lesgold M.Tutorials in learning and memory: Essays in honor of Gordon Bower. Anderson J. R.Kosslyn S. M., ed. San Francisco, CA: W. H. Freeman; 1984:.
113. Lipshitz R.Decision making in action: Models and methods. Klein G. A.Orasanu J.Calderwood R.Zsambok E., ed. Norwood, NJ: Ablex; 1993:.
114. Magnani L.Abduction, reason, and science: Processes of discovery and explanation. Dordrecht, Netherlands: Kluwer Academic; 2001:.
115. Mamede S.,Rikers R.,Schmidt H. G.The role of reflection in medical practice: Continuing professional development in medicine Learning trajectories, innovation and identity for professional development. McKee A.Eraut M., ed. Dordrecht, Netherlands: Springer; 2012:163-174.
116. Masys D. R.,Jarvik G. P.,Abernethy N. F.,Anderson N. R.,Papanicolaou G. J.,Paltoo D. N.,Levy H. P.Technical desiderata for the integration of genomic data into electronic health records.Journal of Biomedical Informatics. 2012;45:419-422.
117. McNeil B. J.,Pauker S. G.,Sox H. C.,Tversky A.On the elicitation of preferences for alternative therapies.New England Journal of Medicine. 1982;306:1259-1262.
118. Mekhjian H. S.,Kumar R. R.,Kuehn L.,Bentley T. D.,Teater P.,Thomas A.,Ahmad A.Immediate benefits realized following implementation of physician order entry at an academic medical center.Journal of the American Medical Informatics Association. 2002;9:529-539.
119. Miller R. A.Computer-assisted diagnostic decision support: History, challenges, and possible paths forward.Advances in Health Sciences Education: Theory and Practice. 2009;14:89-106.
120. Musen M. A.,Middleton B.,Greenes R. A.Biomedical informatics: Computer applications in health care and biomedicine. 3rd ed., pp. 133-185). New York, NY: Springer-Verlag.Shortliffe E. H.Cimino J. J., ed. New York, NY: Springer-Verlag; in press:133-185.
121. Nemeth C.,Klein G. A.Wiley encyclopedia of operations research and management science. Cochran J. J., ed. New York, NY: Wiley; 2010:.
122. Newell A.,Simon H. A.Human problem solving. Englewood Cliffs, NJ: Prentice Hall; 1972:.
123. Norman D. A.The psychology of everyday things. New York, NY: Basic Books; 1988:.
124. Norman G.,Eva K.Diagnostic error and clinical reasoning.Medical Education. 2010;44:94-100.
125. Norman G.,Young M.,Brooks L.Non-analytical models of clinical reasoning: The role of experience.Medical Education. 2007;41:1140-1145.
126. Norman G. R.,Brooks L. R.The non-analytical basis of clinical reasoning.Advances in Health Sciences Education: Theory and Practice. 1997;2:173-184.
127. Norman G. R.,Brooks L. R.,Allen S. W.Recall by expert medical practitioners and novices as a record of processing attention.Journal of Experimental Psychology. 1989;15:1166-1174.
128. Norman G. R.,Coblentz C. L.,Brooks L. R.,Babcook C. J.Expertise in visual diagnosis: A review of the literature.Academic Medicine. 1992;67:S78-S83.
129. Norman G. R.,Schmidt H. G.The psychological basis of problem-based learning: A review of the evidence.Academic Medicine. 1992;67:557-565.
130. Orlander J.,Barber T.,Fincke B.The morbidity and mortality conference: The delicatenature of learning from error.; 2002; 2002. 1001.
131. Ostbye T.,Moen A.,Erikssen G.,Hurlen P.Introducing a module for laboratory test order entry and reporting of results at a hospital ward: An evaluation study using a multi-method approach.Journal of Medical Systems. 1997;21:107-117.
132. Overhage J. M.,Perkins S.,Tierney W. M.,McDonald C. J.Controlled trial of direct physician order entry: Effects on physicians' time utilization in ambulatory primary care internal medicine practices.Journal of the American Medical Informatics Association. 2001;8:361-371.
133. Papshev D.,Peterson A. M.Electronic prescribing in ambulatory practice: Promises, pitfalls, and potential solutions.American Journal of Managed Care. 2001;7:725-736.
134. Patel V. L.,Arocha J. F.Linking expertise and naturalistic decision making. Salas E.Klein G., ed. Mahwah, NJ: Lawrence Erlbaum; 2000:383-405.
135. Patel V. L.,Arocha J. F.,Kaufman D. R.Psychology of learning and motivation. Medin D. L., ed. San Diego, CA: Academic Press; 1994:187-252.
136. Patel V. L.,Arocha J. F.,Kaufman D. R.A primer on aspects of cognition for medical informatics.Journal of the American Medical Informatics Association. 2001;8:324-343.
137. Patel V. L.,Arocha J. F.,Kushniruk A. W.Patients' and physicians' understanding of health and biomedical concepts: Relationship to the design of EMR systems.Journal of Biomedical Informatics. 2002;35:8-16.
138. PatelV. L.BatwaraS.MyneniS.CohenT.GilmerA.PatelB.AlmoosaK. F. (2013). Teamwork and error in critical care: Safety in numbers? Unpublished manuscript.
139. Patel V. L.,Cohen T.New perspectives on error in critical care.Current Opinion in Critical Care. 2008;14:456-459.
140. Patel V. L.,Cohen T.,Murarka T.,Olsen J.,Kagita S.,Myneni S.,Ghaemmaghami V.Recovery at the edge of error: Debunking the myth of the infallible expert.Journal of Biomedical Informatics. 2011;44:413-424.
141. Patel V. L.,Evans D. A.,Groen G. J.On reconciling basic science and clinical reasoning.Teaching and Learning in Medicine. 1989;1:116-121.
142. Patel V. L.,Evans D. A.,Kaufman D. R.Cognitive science in medicine: Biomedical modeling. Evans D. A.Patel V. L., ed. Cambridge, MA: MIT Press; 1989:257-312.
143. Patel V. L.,Groen G. J.Knowledge based solution strategies in medical reasoning.Cognitive Science. 1986;10:91-116.
144. Patel V. L.,Groen G. J.Developmental accounts of the transition from medical student to doctor: Some problems and suggestions.Medical Education. 1991a;25:527-535.
145. Patel V. L.,Groen G. J.Toward a general theory of expertise: Prospects and limits. Ericsson K. A.Smith J., ed. New York, NY: Cambridge University Press; 1991b:93-125.
146. Patel V. L.,Groen G. J.,Arocha J. F.Medical expertise as a function of task difficulty.Memory and Cognition. 1990;18:394-406.
147. Patel V. L.,Groen G. J.,Frederiksen C. H.Differences between medical students and doctors in memory for clinical cases.Medical Education. 1986;20:3-9.
148. Patel V. L.,Groen G. J.,Norman G. R.Reasoning and instruction in medical curricula.Cognition and Instruction. 1993;10:335-378.
149. Patel V. L.,Groen G. J.,Patel Y. C.Cognitive aspects of clinical performance during patient work-up: The role of medical expertise.International Journal of Health Science Research. 1997;2:95-114.
150. Patel V. L.,Kannampallil T. G.Information quality in e-health. Holzinger A.Simonic K.-M., ed. Berlin, Germany: Springer-Verlag; 2011:1-13.
151. Patel V. L.,Kaufman D. R.Biomedical informatics: Computer applications in health care and biomedicine. 2006). Cognitive science and biomedical informatics. In ShortliffeE. H.CiminoJ. J. (Eds.), Biomedical informatics: Computer applications in health care and biomedicine (3rd ed., pp. 133-185). New York, NY: Springer-Verlag.Shortliffe E. H.Cimino J. J., ed. New York, NY: Springer-Verlag; 2006:133-185.
152. Patel V. L.,Kaufman D. R.,Arocha J. F.Emerging paradigms of cognition in medical decision-making.Journal of Biomedical Informatics. 2002;35:52-75.
153. Patel V. L.,Kaufman D. R.,Magder S. A.The road to expert performance. Ericsson A., ed. Hillsdale, NJ: Lawrence Erlbaum; 1996:127-165.
154. Patel V. L.,Kushniruk A. W.,Yang S.,Yale J.-F.Impact of a computer-based patient record system on data collection, knowledge organization, and reasoning.Journal of the American Medical Informatics Association. 2000;7:569-585.
155. Patel V. L.,Ramoni M. F.Human and machine cognition. Ford K. M.Feltovich P. J.Hoffman R. R., ed. Hillsdale, NJ: Lawrence Erlbaum; 1997:67-99.
156. Patel V. L.,Shine A.,Myeni S.,Cohen T.,Patel B.,Almoosa K.Team decision making in the medical ICU. 2012;:.
157. Payne J. W.,Bettman J. R.,Johnson E. J.The adaptive decision maker. Cambridge, UK: Cambridge University Press; 1993:.
158. Payne V. L.,Patel V. L.Cognitive informatics: Case studies on critical care, complexity and errors. Patel V. L.Kaufman D. R.Cohen T., ed. London, UK: Springer; in press:.
159. Peirce C. S.Philosophical writings of Peirce. Peirce C. S.Buchler J., ed. New York, NY: Dover; 1955a:150-156.
160. Peirce C. S.Philosophical writings of Peirce. New York, NY: Dover; 1955b:.
161. Peters E.,Hart P. S.,Fraenkel L.Informing patients: The influence of numeracy, framing, and format of side effect information on risk perceptions.Medical Decision Making. 2011;31:432-436.
162. Plaisant C.,Mushlin R.,Snyder A.,Li J.,Heller D.,Shneiderman B.LifeLines: Using visualization to enhance navigation and analysis of patient records. Proceedings of the AMIA Symposium; 1998Bethesda, MD: American Medical Informatics Association; 1998. 76.
163. Potts A. L.,Barr F. E.,Gregory D. F.,Wright L.,Patel N. R.Computerized physician order entry and medication errors in a pediatric critical care unit.Pediatrics. 2004;113:59-63.
164. Ramoni M.,Stefanelli M.,Magnani L.,Barosi G.An epistemological framework for medical knowledge-based systems. New York, NY: Institute of Electrical and Electronics Engineers; 1992:.
165. Reddy M.,Dourish P. Paper presented at the Proceedings of the 2002 ACM Conference on Computer Supported Cooperative Work; 2002New Orleans, LA; 2002.
166. Reyna V. F.A new intuitionism: Meaning, memory, and development in fuzzy-trace theory.Judgment and Decision Making. 2012;7:332-359.
167. Rikers R. M. J. P.,Schmidt H. G.,Boshuizen H. P. A.Knowledge encapsulation and the intermediate effect.Contemporary Educational Psychology. 2000;25:150-166.
168. Rimoldi H. J.The test of diagnostic skills.Journal of Medical Education. 1961;36:73-79.
169. Rips L. J.,Smith E. E.,Medin D. L.The Oxford handbook of thinking and reasoning. Holyoak K. J.Morrison R. J., ed. New York, NY: Oxford University Press; 2012:177-209.
170. Rosch E.Principles of categorization in cognition and categorization. Rosch E.Lloyd B. B., ed. Hillsdale, NJ: Lawrence Erlbaum; 1978:27-48.
171. Schmidt H. G.,Boshuizen H. P. A.On the origin of intermediate effects in clinical case recall.Memory and Cognition. 1993;21:338-351.
172. Schmidt H. G.,Rikers R. M. J. P.How expertise develops in medicine: Knowledge encapsulation and illness script formation.Medical Education. 2007;41:1133-1139.
173. Schön D.Educating the reflective practitioner. San Francisco, CA: Jossey-Bass Higher Education Series; 1987:.
174. Shulman R.,Singer M.,Goldstone J.,Bellingan G.Medication errors: A prospective cohort study of hand-written and computerized physician order entry in the intensive care unit.Critical Care. 2005;9:R516-R521.
175. Singh H.,Petersen L. A.,Thomas E. J.Understanding diagnostic errors in medicine: A lesson from aviation.Quality & Safety in Health Care. 2006;15:159-164.
176. Singh H.,Sethi S.,Raber M.,Petersen L. A.Errors in cancer diagnosis: Current understanding and future directions.Journal of Clinical Oncology. 2007;25:5009-5018.
177. Smith E. E.,Medin D. L.Categories and concepts. Cambridge, MA: Harvard University Press; 1981:.
178. Stanovich K. E.,West R. F.Individual differences in reasoning: Implications for the rationality debate?.Behavioral and Brain Sciences. 2000;23:645-665.
179. Steere A.,Taylor E.,McHugh G.,Logigian E. L.The overdiagnosis of Lyme disease.JAMA. 1993;269:1812-1816.
180. Strauss S.,Stavy R.U-shaped behavioral growth. New York, NY: Academic Press; 1982:.
181. Suchman L.Plans and situated actions. Cambridge, UK: Cambridge University Press; 1987:.
182. Thompson W.,Dodek P. M.,Norena M.,Dodek J.Computerized physician order entry of diagnostic tests in an intensive care unit is associated with improved timeliness of service.Critical Care Medicine. 2004;32:1306-1309.
183. Tsai T. L.,Fridsma D.,Gatti G.Computer decision support as a source of interpretation error: The case of electrocardiograms.Journal of the American Medical Informatics Association. 2003;10:478-483.
184. Tufte E.Envisioning information. Cheshire, CT: Graphics Press; 2001:.
185. Tversky A.,Kahneman D.Judgment under uncertainty: Heuristics and biases.Science. 1974;185:1124-1131.
186. Van de Wiel M. W. J.Knowledge encapsulation: Studies on the development of medical expertise. Wageningen, Netherlands: Ponsen and Looijen; 1997:.
187. Van de Wiel M. W. J.,Boshuizen H. P. A.,Schmidt H. G.Knowledge restructuring in expertise development: Evidence from pathophysiological representations of clinical cases by students and physicians.European Journal of Cognitive Psychology. 2000;12:323-355.
188. Van de Wiel M. W. J.,Schmidt H. G.,Boshuizen H. P. A.A failure to reproduce the intermediate effect in clinical case recall.Academic Medicine. 1998;73:894-900.
189. van Merrienboer J. J. G.,Sweller J.Cognitive load theory and complex learning: Recent developments and future directions.Educational Psychology Review. 2005;17:147-177.
190. von Neumann J.,Morgenstern O.The theory of games and economic behavior. Princeton, NJ: Princeton University Press; 1944:.
191. Wang T. D.,Plaisant C.,Shneiderman B.,Spring N.,Roseman D.,Marchand G.,Smith M.Temporal summaries: Supporting temporal categorical searching, aggregation and comparison.IEEE Transactions on Visualization and Computer Graphics. 2009;15:1049-1056.
192. Wedding D.,Faust D.Clinical judgment and decision making in neuropsychology.Archives of Clinical Neuropsychology. 1989;4:233-265.
193. Weingart S.,Ship A.,Aronson M.Confidential clinician-reported surveillance of adverse events among medical inpatients.Journal of General Internal Medicine. 2000;15:470-477.
194. Welch B. M.,Kawamoto K.Clinical decision support for genetically guided personalized medicine: A systematic review.Journal of the American Medical Informatics Association. 2013;20:388-400.
195. Wilkinson M. D.,Vandervalk B.,McCarthy L.The Semantic Automated Discovery and Integration (SADI) web service design-pattern, API and reference implementation.Journal of Biomedical Semantics. 2011;2:8.
196. Wilson R.,Harrison B.,Gibberd R.,Hamilton J. D.An analysis of the causes of adverse events from the quality in Australian health care study.Medical Journal of Australia. 1999;170:411-415.
197. Zhang J.,Norman D. A.Representations in distributed cognitive tasks.Cognitive Science. 1994;18:87-122.
198. Zhang J.,Patel V. L.,Johnson K. A.,Malin J.Designing human-centered distributed information systems.IEEE Intelligent Systems. 2002;17 (5): 42-47.
199. Zhang J.,Patel V. L.,Johnson T. R.,Shortliffe E. H.A cognitive taxonomy of medical errors.Journal of Biomedical Informatics. 2004;37:193-204.