Skip to main content
Top
Published in: Journal of General Internal Medicine 1/2018

Open Access 01-01-2018 | Review Paper

Defining and Measuring Diagnostic Uncertainty in Medicine: A Systematic Review

Authors: Viraj Bhise, MD, MPH, Suja S. Rajan, PhD, Dean F. Sittig, PhD, Robert O. Morgan, PhD, Pooja Chaudhary, MD, Hardeep Singh, MD, MPH

Published in: Journal of General Internal Medicine | Issue 1/2018

Login to get access

Abstract

Background

Physicians routinely encounter diagnostic uncertainty in practice. Despite its impact on health care utilization, costs and error, measurement of diagnostic uncertainty is poorly understood. We conducted a systematic review to describe how diagnostic uncertainty is defined and measured in medical practice.

Methods

We searched OVID Medline and PsycINFO databases from inception until May 2017 using a combination of keywords and Medical Subject Headings (MeSH). Additional search strategies included manual review of references identified in the primary search, use of a topic-specific database (AHRQ-PSNet) and expert input. We specifically focused on articles that (1) defined diagnostic uncertainty; (2) conceptualized diagnostic uncertainty in terms of its sources, complexity of its attributes or strategies for managing it; or (3) attempted to measure diagnostic uncertainty.

Key Results

We identified 123 articles for full review, none of which defined diagnostic uncertainty. Three attributes of diagnostic uncertainty were relevant for measurement: (1) it is a subjective perception experienced by the clinician; (2) it has the potential to impact diagnostic evaluation—for example, when inappropriately managed, it can lead to diagnostic delays; and (3) it is dynamic in nature, changing with time. Current methods for measuring diagnostic uncertainty in medical practice include: (1) asking clinicians about their perception of uncertainty (surveys and qualitative interviews), (2) evaluating the patient–clinician encounter (such as by reviews of medical records, transcripts of patient–clinician communication and observation), and (3) experimental techniques (patient vignette studies).

Conclusions

The term “diagnostic uncertainty” lacks a clear definition, and there is no comprehensive framework for its measurement in medical practice. Based on review findings, we propose that diagnostic uncertainty be defined as a “subjective perception of an inability to provide an accurate explanation of the patient’s health problem.” Methodological advancements in measuring diagnostic uncertainty can improve our understanding of diagnostic decision-making and inform interventions to reduce diagnostic errors and overuse of health care resources.
Appendix
Available only for authorised users
Literature
1.
go back to reference Hatch S. Snowball in a Blizzard: A Physician’s Notes on Uncertainty in Medicine. New York: Basic Books; 2016. Hatch S. Snowball in a Blizzard: A Physician’s Notes on Uncertainty in Medicine. New York: Basic Books; 2016.
2.
go back to reference Kennedy AG. Managing uncertainty in diagnostic practice. J Eval Clin Pract. 2015;1356(1294):16. Kennedy AG. Managing uncertainty in diagnostic practice. J Eval Clin Pract. 2015;1356(1294):16.
3.
4.
go back to reference Ghosh AK. Dealing with medical uncertainty: A physician’s perspective. Minn Med. 2004;87(10):48-51.PubMed Ghosh AK. Dealing with medical uncertainty: A physician’s perspective. Minn Med. 2004;87(10):48-51.PubMed
5.
go back to reference Simpkin AL, Schwartzstein RM. Tolerating uncertainty—the next medical revolution? N Engl J Med. 2016;375(18):1713–15.PubMed Simpkin AL, Schwartzstein RM. Tolerating uncertainty—the next medical revolution? N Engl J Med. 2016;375(18):1713–15.PubMed
6.
7.
go back to reference O’Riordan M, Dahinden A, Akturk Z, et al. Dealing with uncertainty in general practice: An essential skill for the general practitioner. Qual Prim Care. 2011;19(3):175–81. O’Riordan M, Dahinden A, Akturk Z, et al. Dealing with uncertainty in general practice: An essential skill for the general practitioner. Qual Prim Care. 2011;19(3):175–81.
8.
go back to reference Rizzo JA. Physician uncertainty and the art of persuasion. Soc Sci Med. 1993;37(12):1451-9.PubMed Rizzo JA. Physician uncertainty and the art of persuasion. Soc Sci Med. 1993;37(12):1451-9.PubMed
9.
go back to reference Allison JJ, Kiefe CI, Cook EF, Gerrity MS, Orav EJ, Centor R. The association of physician attitudes about uncertainty and risk taking with resource use in a medicare HMO. Med Decis Making. 1998;18(3):320-9.PubMed Allison JJ, Kiefe CI, Cook EF, Gerrity MS, Orav EJ, Centor R. The association of physician attitudes about uncertainty and risk taking with resource use in a medicare HMO. Med Decis Making. 1998;18(3):320-9.PubMed
10.
go back to reference Zaat JO, van Eijk JT. General practitioners’ uncertainty, risk preference, and use of laboratory tests. Med Care. 1992;30(9):846-54.PubMed Zaat JO, van Eijk JT. General practitioners’ uncertainty, risk preference, and use of laboratory tests. Med Care. 1992;30(9):846-54.PubMed
11.
go back to reference Eddy DM. Variations in physician practice: The role of uncertainty. Health Aff (Millwood). 1984;3(2):74-89.PubMed Eddy DM. Variations in physician practice: The role of uncertainty. Health Aff (Millwood). 1984;3(2):74-89.PubMed
12.
go back to reference Wennberg JE, Barnes BA, Zubkoff M. Professional uncertainty and the problem of supplier-induced demand. Soc Sci Med. 1982;16(7):811-24.PubMed Wennberg JE, Barnes BA, Zubkoff M. Professional uncertainty and the problem of supplier-induced demand. Soc Sci Med. 1982;16(7):811-24.PubMed
13.
go back to reference Calman NS, Hyman RB, Licht W. Variability in consultation rates and practitioner level of diagnostic certainty. J Fam Pract. 1992;35(1):31-8.PubMed Calman NS, Hyman RB, Licht W. Variability in consultation rates and practitioner level of diagnostic certainty. J Fam Pract. 1992;35(1):31-8.PubMed
14.
go back to reference Forrest CB, Nutting PA, von Schrader S, Rohde C, Starfield B. Primary care physician specialty referral decision making: Patient, physician, and health care system determinants. Med Decis Making. 2006;26(1):76-85.PubMed Forrest CB, Nutting PA, von Schrader S, Rohde C, Starfield B. Primary care physician specialty referral decision making: Patient, physician, and health care system determinants. Med Decis Making. 2006;26(1):76-85.PubMed
15.
go back to reference Epstein AM, McNeil BJ. Relationship of beliefs and behavior in test ordering. Am J Med. 1986;80(5):865-70.PubMed Epstein AM, McNeil BJ. Relationship of beliefs and behavior in test ordering. Am J Med. 1986;80(5):865-70.PubMed
16.
go back to reference Green SM, Martinez-Rumayor A, Gregory SA, et al. Clinical uncertainty, diagnostic accuracy, and outcomes in emergency department patients presenting with dyspnea. Arch Intern Med. 2008;168(7):741–8.PubMed Green SM, Martinez-Rumayor A, Gregory SA, et al. Clinical uncertainty, diagnostic accuracy, and outcomes in emergency department patients presenting with dyspnea. Arch Intern Med. 2008;168(7):741–8.PubMed
17.
go back to reference Kostopoulou O, Delaney BC, Munro CW. Diagnostic difficulty and error in primary care—a systematic review. Fam Pract. 2008;25(6):400-13.PubMed Kostopoulou O, Delaney BC, Munro CW. Diagnostic difficulty and error in primary care—a systematic review. Fam Pract. 2008;25(6):400-13.PubMed
18.
go back to reference Kovacs G, Croskerry P. Clinical decision making: An emergency medicine perspective. Acad Emerg Med. 1999;6(9):947-52.PubMed Kovacs G, Croskerry P. Clinical decision making: An emergency medicine perspective. Acad Emerg Med. 1999;6(9):947-52.PubMed
19.
go back to reference Singh H, Giardina TD, Meyer AN, Forjuoh SN, Reis MD, Thomas EJ. Types and origins of diagnostic errors in primary care settings. JAMA Intern Med. 2013;173(6):418-25.PubMedPubMedCentral Singh H, Giardina TD, Meyer AN, Forjuoh SN, Reis MD, Thomas EJ. Types and origins of diagnostic errors in primary care settings. JAMA Intern Med. 2013;173(6):418-25.PubMedPubMedCentral
20.
go back to reference Singh H, Meyer AN, Thomas EJ. The frequency of diagnostic errors in outpatient care: Estimations from three large observational studies involving US adult populations. BMJ Qual Saf. 2014;23(9):727-31.PubMedPubMedCentral Singh H, Meyer AN, Thomas EJ. The frequency of diagnostic errors in outpatient care: Estimations from three large observational studies involving US adult populations. BMJ Qual Saf. 2014;23(9):727-31.PubMedPubMedCentral
21.
go back to reference Balogh, EP, Miller, BT, Ball, JR. Improving Diagnosis in Health Care. National Academies Press Washington, D.C.; 2016. Balogh, EP, Miller, BT, Ball, JR. Improving Diagnosis in Health Care. National Academies Press Washington, D.C.; 2016.
22.
go back to reference Qaseem A, Alguire P, Dallas P, et al. Appropriate use of screening and diagnostic tests to foster high-value, cost-conscious care. Ann Intern Med. 2012;156(2):147–9.PubMed Qaseem A, Alguire P, Dallas P, et al. Appropriate use of screening and diagnostic tests to foster high-value, cost-conscious care. Ann Intern Med. 2012;156(2):147–9.PubMed
23.
go back to reference Wolff N. Professional uncertainty and physician medical decision-making in a multiple treatment framework. Soc Sci Med. 1989;28(2):99 107.PubMed Wolff N. Professional uncertainty and physician medical decision-making in a multiple treatment framework. Soc Sci Med. 1989;28(2):99 107.PubMed
24.
go back to reference Plebani M. Defensive medicine and diagnostic testing. Diagnosis. 2014;1(2):151-4.PubMed Plebani M. Defensive medicine and diagnostic testing. Diagnosis. 2014;1(2):151-4.PubMed
25.
go back to reference NcNeil BJ. Shattuck lecture-hidden barriers to improvement in the quality of care. N Engl J Med. 2001;345(22):1612-20. NcNeil BJ. Shattuck lecture-hidden barriers to improvement in the quality of care. N Engl J Med. 2001;345(22):1612-20.
26.
go back to reference Mamede S, Schmidt HG, Rikers R. Diagnostic errors and reflective practice in medicine. J Eval Clin Pract. 2007;13(1):138-45.PubMed Mamede S, Schmidt HG, Rikers R. Diagnostic errors and reflective practice in medicine. J Eval Clin Pract. 2007;13(1):138-45.PubMed
27.
go back to reference Green C, Holden J. Diagnostic uncertainty in general practice. A unique opportunity for research?. Eur J Gen Pract. 2003;9(1):13-5.PubMed Green C, Holden J. Diagnostic uncertainty in general practice. A unique opportunity for research?. Eur J Gen Pract. 2003;9(1):13-5.PubMed
29.
go back to reference Malterud K, Guassora AD, Reventlow S, Jutel A. Embracing uncertainty to advance diagnosis in general practice. Br J Gen Pract. 2017;67(659):244-5.PubMedPubMedCentral Malterud K, Guassora AD, Reventlow S, Jutel A. Embracing uncertainty to advance diagnosis in general practice. Br J Gen Pract. 2017;67(659):244-5.PubMedPubMedCentral
30.
go back to reference Downs SH, Black N. The feasibility of creating a checklist for the assessment of the methodological quality both of randomized and non-randomized studies of health care interventions. J Epidemiol Community Health. 1998;52(6):377-84.PubMedPubMedCentral Downs SH, Black N. The feasibility of creating a checklist for the assessment of the methodological quality both of randomized and non-randomized studies of health care interventions. J Epidemiol Community Health. 1998;52(6):377-84.PubMedPubMedCentral
31.
go back to reference Sommers LS, Launer J. Clinical uncertainty in primary care: the challenge of collaborative engagement. Berlin: Springer Science & Business Media; 2013. Sommers LS, Launer J. Clinical uncertainty in primary care: the challenge of collaborative engagement. Berlin: Springer Science & Business Media; 2013.
32.
go back to reference Djulbegovic B, Hozo I, Greenland S. Uncertainty in clinical medicine. Philosophy of Medicine. 2011;16:299. Djulbegovic B, Hozo I, Greenland S. Uncertainty in clinical medicine. Philosophy of Medicine. 2011;16:299.
33.
go back to reference Han PK, Klein WM, Arora NK. Varieties of uncertainty in health care: A conceptual taxonomy. Med Decis Making. 2011;31(6):828-38.PubMedPubMedCentral Han PK, Klein WM, Arora NK. Varieties of uncertainty in health care: A conceptual taxonomy. Med Decis Making. 2011;31(6):828-38.PubMedPubMedCentral
34.
go back to reference Mishel MH. Uncertainty in illness. Image: The Journal of Nursing Scholarship. 1988;20(4):225-32. Mishel MH. Uncertainty in illness. Image: The Journal of Nursing Scholarship. 1988;20(4):225-32.
35.
go back to reference Politi MC, Han PK, Col NF. Communicating the uncertainty of harms and benefits of medical interventions. Med Decis Making. 2007;27(5):681-95.PubMed Politi MC, Han PK, Col NF. Communicating the uncertainty of harms and benefits of medical interventions. Med Decis Making. 2007;27(5):681-95.PubMed
36.
go back to reference Engebretsen E, Heggen K, Wieringa S, Greenhalgh T. Uncertainty and objectivity in clinical decision making: A clinical case in emergency medicine. Medicine, Health Care and Philosophy (book). 2016:1–9. Engebretsen E, Heggen K, Wieringa S, Greenhalgh T. Uncertainty and objectivity in clinical decision making: A clinical case in emergency medicine. Medicine, Health Care and Philosophy (book). 2016:1–9.
37.
go back to reference Penrod J. Refinement of the concept of uncertainty. J Adv Nurs. 2001;34(2):238-45.PubMed Penrod J. Refinement of the concept of uncertainty. J Adv Nurs. 2001;34(2):238-45.PubMed
38.
go back to reference Cousin G, Schmid Mast M, Jaunin-Stalder N. When physician-expressed uncertainty leads to patient dissatisfaction: A gender study. Med Educ. 2013;47(9):923-31.PubMed Cousin G, Schmid Mast M, Jaunin-Stalder N. When physician-expressed uncertainty leads to patient dissatisfaction: A gender study. Med Educ. 2013;47(9):923-31.PubMed
39.
go back to reference Seely AJ. Embracing the certainty of uncertainty: Implications for health care and research. Perspect Biol Med. 2013;56(1):65-77.PubMed Seely AJ. Embracing the certainty of uncertainty: Implications for health care and research. Perspect Biol Med. 2013;56(1):65-77.PubMed
40.
go back to reference Gerrity MS, DeVellis RF, Earp JA. Physicians’ reactions to uncertainty in patient care. A new measure and new insights. Med Care. 1990;28(8):724-36.PubMed Gerrity MS, DeVellis RF, Earp JA. Physicians’ reactions to uncertainty in patient care. A new measure and new insights. Med Care. 1990;28(8):724-36.PubMed
41.
go back to reference Gerrity MS, White KP, DeVellis RF, Dittus RS. Physicians’ reactions to uncertainty: Refining the constructs and scales. Motiv Emotion. 1995;19(3):175-91. Gerrity MS, White KP, DeVellis RF, Dittus RS. Physicians’ reactions to uncertainty: Refining the constructs and scales. Motiv Emotion. 1995;19(3):175-91.
42.
go back to reference Schneider A, Lowe B, Barie S, Joos S, Engeser P, Szecsenyi J. How do primary care doctors deal with uncertainty in making diagnostic decisions? The development of the ‘dealing with uncertainty questionnaire’ (DUQ). J Eval Clin Pract [Internet]. 2010 Jun [cited 20,100,707];16(3):431-7.PubMed Schneider A, Lowe B, Barie S, Joos S, Engeser P, Szecsenyi J. How do primary care doctors deal with uncertainty in making diagnostic decisions? The development of the ‘dealing with uncertainty questionnaire’ (DUQ). J Eval Clin Pract [Internet]. 2010 Jun [cited 20,100,707];16(3):431-7.PubMed
43.
go back to reference Allman RM, Steinberg EP, Keruly JC, Dans PE. Physician tolerance for uncertainty. Use of liver-spleen scans to detect metastases. JAMA. 1985;254(2):246-8.PubMed Allman RM, Steinberg EP, Keruly JC, Dans PE. Physician tolerance for uncertainty. Use of liver-spleen scans to detect metastases. JAMA. 1985;254(2):246-8.PubMed
44.
go back to reference Reuben DB. Learning diagnostic restraint. N Engl J Med. 1984;310(9):591-3.PubMed Reuben DB. Learning diagnostic restraint. N Engl J Med. 1984;310(9):591-3.PubMed
46.
go back to reference Mossman D, Somoza E. Diagnostic tests and information theory. J Neuropsychiatry Clin Neurosci. 1992;4(1):95-8.PubMed Mossman D, Somoza E. Diagnostic tests and information theory. J Neuropsychiatry Clin Neurosci. 1992;4(1):95-8.PubMed
47.
go back to reference Loewy EH. The uncertainty of certainty in clinical ethics. J Med Humanit Bioeth. 1987 Spring-Summer;8(1):26–33.PubMed Loewy EH. The uncertainty of certainty in clinical ethics. J Med Humanit Bioeth. 1987 Spring-Summer;8(1):26–33.PubMed
49.
go back to reference Bosner S, Hartel S, Diederich J, Baum E. Diagnosing headache in primary care: A qualitative study of GPs’ approaches. Br J Gen Pract. 2014;64(626):e532-7.PubMedPubMedCentral Bosner S, Hartel S, Diederich J, Baum E. Diagnosing headache in primary care: A qualitative study of GPs’ approaches. Br J Gen Pract. 2014;64(626):e532-7.PubMedPubMedCentral
50.
go back to reference Kassirer JP. Our stubborn quest for diagnostic certainty. N Engl J Med. 1989;320(22):1489-91.PubMed Kassirer JP. Our stubborn quest for diagnostic certainty. N Engl J Med. 1989;320(22):1489-91.PubMed
51.
go back to reference Kassirer JP. Diagnostic reasoning. Ann Intern Med. 1989;110(11):893-900.PubMed Kassirer JP. Diagnostic reasoning. Ann Intern Med. 1989;110(11):893-900.PubMed
52.
go back to reference Hunink MM, Weinstein MC, Wittenberg E, et al. Decision making in health and medicine: integrating evidence and values. Cambridge: Cambridge University Press; 2014. Hunink MM, Weinstein MC, Wittenberg E, et al. Decision making in health and medicine: integrating evidence and values. Cambridge: Cambridge University Press; 2014.
53.
go back to reference Fox RC. The evolution of medical uncertainty. Milbank Mem Fund Q Health Soc. 1980;58(1):1-49.PubMed Fox RC. The evolution of medical uncertainty. Milbank Mem Fund Q Health Soc. 1980;58(1):1-49.PubMed
54.
go back to reference Fox RC. Training for uncertainty. The student-physician. 1957:207-41. Fox RC. Training for uncertainty. The student-physician. 1957:207-41.
55.
go back to reference Beresford EB. Uncertainty and the shaping of medical decisions. Hastings Cent Rep. 1991;21(4):6-11.PubMed Beresford EB. Uncertainty and the shaping of medical decisions. Hastings Cent Rep. 1991;21(4):6-11.PubMed
56.
go back to reference Hall KH. Reviewing intuitive decision-making and uncertainty: The implications for medical education. Med Educ. 2002;36(3):216-24.PubMed Hall KH. Reviewing intuitive decision-making and uncertainty: The implications for medical education. Med Educ. 2002;36(3):216-24.PubMed
57.
go back to reference Evans L, Trotter DR. Epistemology and uncertainty in primary care: An exploratory study. Fam Med. 2009;41(5):319-26.PubMed Evans L, Trotter DR. Epistemology and uncertainty in primary care: An exploratory study. Fam Med. 2009;41(5):319-26.PubMed
58.
go back to reference Diamond GA, Forrester JS. Metadiagnosis. an epistemologic model of clinical judgment. Am J Med. 1983;75(1):129-37.PubMed Diamond GA, Forrester JS. Metadiagnosis. an epistemologic model of clinical judgment. Am J Med. 1983;75(1):129-37.PubMed
59.
go back to reference Babrow AS, Kasch CR, Ford LA. The many meanings of uncertainty in illness: Toward a systematic accounting. Health Commun. 1998;10(1):1-23.PubMed Babrow AS, Kasch CR, Ford LA. The many meanings of uncertainty in illness: Toward a systematic accounting. Health Commun. 1998;10(1):1-23.PubMed
60.
go back to reference Mishel MH. Adjusting the fit: Development of uncertainty scales for specific clinical populations. West J Nurs Res. 1983 Fall;5(4):355-70.PubMed Mishel MH. Adjusting the fit: Development of uncertainty scales for specific clinical populations. West J Nurs Res. 1983 Fall;5(4):355-70.PubMed
61.
go back to reference Anstee BH, Fleminger JJ. Diagnosis ‘uncertain’: A follow-up study. Br J Psychiatry. 1977;131:592-8.PubMed Anstee BH, Fleminger JJ. Diagnosis ‘uncertain’: A follow-up study. Br J Psychiatry. 1977;131:592-8.PubMed
62.
go back to reference Johnson CG, Levenkron JC, Suchman AL, Manchester R. Does physician uncertainty affect patient satisfaction? Journal of General Internal Medicine. 1988;3(2):144-9.PubMed Johnson CG, Levenkron JC, Suchman AL, Manchester R. Does physician uncertainty affect patient satisfaction? Journal of General Internal Medicine. 1988;3(2):144-9.PubMed
63.
go back to reference Moskowitz AJ, Kuipers BJ, Kassirer JP. Dealing with uncertainty, risks, and tradeoffs in clinical decisions. A cognitive science approach. Ann Intern Med. 1988;108(3):435-49.PubMed Moskowitz AJ, Kuipers BJ, Kassirer JP. Dealing with uncertainty, risks, and tradeoffs in clinical decisions. A cognitive science approach. Ann Intern Med. 1988;108(3):435-49.PubMed
64.
go back to reference Lossos I, Israeli A, Zajicek G, Berry EM. Diagnosis deferred—the clinical spectrum of diagnostic uncertainty. J Clin Epidemiol. 1989;42(7):649-57.PubMed Lossos I, Israeli A, Zajicek G, Berry EM. Diagnosis deferred—the clinical spectrum of diagnostic uncertainty. J Clin Epidemiol. 1989;42(7):649-57.PubMed
65.
go back to reference Buntinx F, Truyen J, Embrechts P, Moreel G, Peeters R. Chest pain: An evaluation of the initial diagnosis made by 25 Flemish general practitioners. Fam Pract. 1991;8(2):121-4.PubMed Buntinx F, Truyen J, Embrechts P, Moreel G, Peeters R. Chest pain: An evaluation of the initial diagnosis made by 25 Flemish general practitioners. Fam Pract. 1991;8(2):121-4.PubMed
66.
go back to reference Gerrity MS, Earp JAL, DeVellis RF, Light DW. Uncertainty and professional work: Perceptions of physicians in clinical practice. American Journal of Sociology. 1992;97(4):1022-51. Gerrity MS, Earp JAL, DeVellis RF, Light DW. Uncertainty and professional work: Perceptions of physicians in clinical practice. American Journal of Sociology. 1992;97(4):1022-51.
67.
go back to reference Hewson MG, Kindy PJ, Van Kirk J, Gennis VA, Day RP. Strategies for managing uncertainty and complexity. J Gen Intern Med. 1996;11(8):481-5.PubMed Hewson MG, Kindy PJ, Van Kirk J, Gennis VA, Day RP. Strategies for managing uncertainty and complexity. J Gen Intern Med. 1996;11(8):481-5.PubMed
68.
go back to reference Lave JR, Bankowitz RA, Hughes-Cromwick P, Giuse NB. Diagnostic certainty and hospital resource use. Cost Qual Q J. Y 26–32; quiz 46;3(3):22; Ju-23. Lave JR, Bankowitz RA, Hughes-Cromwick P, Giuse NB. Diagnostic certainty and hospital resource use. Cost Qual Q J. Y 26–32; quiz 46;3(3):22; Ju-23.
69.
go back to reference McKinlay JB, Burns RB, Feldman HA, et al. Physician variability and uncertainty in the management of breast cancer. Results from a factorial experiment. Med Care. 1998;36(3):385-96.PubMed McKinlay JB, Burns RB, Feldman HA, et al. Physician variability and uncertainty in the management of breast cancer. Results from a factorial experiment. Med Care. 1998;36(3):385-96.PubMed
70.
go back to reference Patton M, Packer B, Stephens-Groff S, Bay C, Hopkin R, Bergeson PS. The uncertain diagnosis. Clin Pediatr (Phila). 1998;37(3):211-2.PubMed Patton M, Packer B, Stephens-Groff S, Bay C, Hopkin R, Bergeson PS. The uncertain diagnosis. Clin Pediatr (Phila). 1998;37(3):211-2.PubMed
71.
go back to reference Shaner A, Roberts LJ, Eckman TA, Racenstein JM, Tucker DE, Tsuang JW, Mintz J. Sources of diagnostic uncertainty for chronically psychotic cocaine abusers. Psychiatr Serv. 1998;49(5):684-90.PubMed Shaner A, Roberts LJ, Eckman TA, Racenstein JM, Tucker DE, Tsuang JW, Mintz J. Sources of diagnostic uncertainty for chronically psychotic cocaine abusers. Psychiatr Serv. 1998;49(5):684-90.PubMed
72.
go back to reference Gordon GH, Joos SK, Byrne J. Physician expressions of uncertainty during patient encounters. Patient Educ Couns. 2000;40(1):59-65.PubMed Gordon GH, Joos SK, Byrne J. Physician expressions of uncertainty during patient encounters. Patient Educ Couns. 2000;40(1):59-65.PubMed
73.
go back to reference van der Weijden T, van Bokhoven MA, Dinant G, van Hasselt CM, Grol RPTM. Understanding laboratory testing in diagnostic uncertainty: A qualitative study in general practice. Br J Gen Pract. 2002;52(485):974-80.PubMedPubMedCentral van der Weijden T, van Bokhoven MA, Dinant G, van Hasselt CM, Grol RPTM. Understanding laboratory testing in diagnostic uncertainty: A qualitative study in general practice. Br J Gen Pract. 2002;52(485):974-80.PubMedPubMedCentral
74.
go back to reference Friedman CP, Gatti GG, Franz TM, et al. Do physicians know when their diagnoses are correct? J Gen Intern Med. 2005;20(4):334-9.PubMedPubMedCentral Friedman CP, Gatti GG, Franz TM, et al. Do physicians know when their diagnoses are correct? J Gen Intern Med. 2005;20(4):334-9.PubMedPubMedCentral
75.
go back to reference Resar RK, Rozich JD, Simmonds T, Haraden CR. A trigger tool to identify adverse events in the intensive care unit. Jt Comm J Qual Patient Saf. 2006;32(10):585-90.PubMed Resar RK, Rozich JD, Simmonds T, Haraden CR. A trigger tool to identify adverse events in the intensive care unit. Jt Comm J Qual Patient Saf. 2006;32(10):585-90.PubMed
76.
go back to reference Bovier PA, Perneger TV. Stress from uncertainty from graduation to retirement—a population-based study of Swiss physicians. Journal of general internal medicine. 2007;22(5):632-8.PubMedPubMedCentral Bovier PA, Perneger TV. Stress from uncertainty from graduation to retirement—a population-based study of Swiss physicians. Journal of general internal medicine. 2007;22(5):632-8.PubMedPubMedCentral
77.
go back to reference Farnan JM, Johnson JK, Meltzer DO, Humphrey HJ, Arora VM. Resident uncertainty in clinical decision making and impact on patient care: A qualitative study. Qual Saf Health Care [Internet]. 2008 Apr [cited 20,080,403];17(2):122-6.PubMed Farnan JM, Johnson JK, Meltzer DO, Humphrey HJ, Arora VM. Resident uncertainty in clinical decision making and impact on patient care: A qualitative study. Qual Saf Health Care [Internet]. 2008 Apr [cited 20,080,403];17(2):122-6.PubMed
78.
go back to reference Swoboda DA. Negotiating the diagnostic uncertainty of contested illnesses: Physician practices and paradigms. Health (Lond). 2008;12(4):453-78. Swoboda DA. Negotiating the diagnostic uncertainty of contested illnesses: Physician practices and paradigms. Health (Lond). 2008;12(4):453-78.
79.
go back to reference Blanch DC, Hall JA, Roter DL, Frankel RM. Is it good to express uncertainty to a patient? correlates and consequences for medical students in a standardized patient visit. Patient Educ Couns. 2009;76(3):300-6.PubMed Blanch DC, Hall JA, Roter DL, Frankel RM. Is it good to express uncertainty to a patient? correlates and consequences for medical students in a standardized patient visit. Patient Educ Couns. 2009;76(3):300-6.PubMed
80.
go back to reference Nevalainen MK, Mantyranta T, Pitkala KH. Facing uncertainty as a medical student—a qualitative study of their reflective learning diaries and writings on specific themes during the first clinical year. Patient Educ Couns. 2010;78(2):218-23.PubMed Nevalainen MK, Mantyranta T, Pitkala KH. Facing uncertainty as a medical student—a qualitative study of their reflective learning diaries and writings on specific themes during the first clinical year. Patient Educ Couns. 2010;78(2):218-23.PubMed
81.
go back to reference Politi MC, Legare F. Physicians’ reactions to uncertainty in the context of shared decision making. Patient Educ Couns. 2010;80(2):155-7.PubMed Politi MC, Legare F. Physicians’ reactions to uncertainty in the context of shared decision making. Patient Educ Couns. 2010;80(2):155-7.PubMed
82.
go back to reference Schneider A, Wubken M, Linde K, Buhner M. Communicating and dealing with uncertainty in general practice: The association with neuroticism. PLoS ONE [Internet]. 2014 [cited 20,140,717];9(7):e102780.PubMedPubMedCentral Schneider A, Wubken M, Linde K, Buhner M. Communicating and dealing with uncertainty in general practice: The association with neuroticism. PLoS ONE [Internet]. 2014 [cited 20,140,717];9(7):e102780.PubMedPubMedCentral
83.
go back to reference Portnoy DB, Han PK, Ferrer RA, Klein WM, Clauser SB. Physicians’ attitudes about communicating and managing scientific uncertainty differ by perceived ambiguity aversion of their patients. Health Expect. 2013;16(4):362-72.PubMed Portnoy DB, Han PK, Ferrer RA, Klein WM, Clauser SB. Physicians’ attitudes about communicating and managing scientific uncertainty differ by perceived ambiguity aversion of their patients. Health Expect. 2013;16(4):362-72.PubMed
84.
go back to reference Hanauer DA, Liu Y, Mei Q, Manion FJ, Balis UJ, Zheng K. Hedging their mets: the use of uncertainty terms in clinical documents and its potential implications when sharing the documents with patients. AMIA Annual Symposium Proceedings. Vol. 2012. American Medical Informatics Association, 2012. Hanauer DA, Liu Y, Mei Q, Manion FJ, Balis UJ, Zheng K. Hedging their mets: the use of uncertainty terms in clinical documents and its potential implications when sharing the documents with patients. AMIA Annual Symposium Proceedings. Vol. 2012. American Medical Informatics Association, 2012.
85.
go back to reference Sarkar U, Bonacum D, Strull W, et al. Challenges of making a diagnosis in the outpatient setting: A multi-site survey of primary care physicians. BMJ Qual Saf. 2012;21(8):641-8. Sarkar U, Bonacum D, Strull W, et al. Challenges of making a diagnosis in the outpatient setting: A multi-site survey of primary care physicians. BMJ Qual Saf. 2012;21(8):641-8.
86.
go back to reference Meyer AN, Payne VL, Meeks DW, Rao R, Singh H. Physicians’ diagnostic accuracy, confidence, and resource requests: A vignette study. JAMA Intern Med. 2013;173(21):1952-8.PubMed Meyer AN, Payne VL, Meeks DW, Rao R, Singh H. Physicians’ diagnostic accuracy, confidence, and resource requests: A vignette study. JAMA Intern Med. 2013;173(21):1952-8.PubMed
87.
go back to reference Whaley LE, Businger AC, Dempsey PP, Linder JA. Visit complexity, diagnostic uncertainty, and antibiotic prescribing for acute cough in primary care: A retrospective study. BMC family practice. 2013;14(1):1. Whaley LE, Businger AC, Dempsey PP, Linder JA. Visit complexity, diagnostic uncertainty, and antibiotic prescribing for acute cough in primary care: A retrospective study. BMC family practice. 2013;14(1):1.
88.
go back to reference Cunningham BA, Bonham VL, Sellers SL, Yeh HC, Cooper LA. Physicians’ anxiety due to uncertainty and use of race in medical decision making. Med Care. 2014;52(8):728-33.PubMedPubMedCentral Cunningham BA, Bonham VL, Sellers SL, Yeh HC, Cooper LA. Physicians’ anxiety due to uncertainty and use of race in medical decision making. Med Care. 2014;52(8):728-33.PubMedPubMedCentral
89.
go back to reference Lanham HJ, Sittig DF, Leykum LK, Parchman ML, Pugh JA, McDaniel RR. Understanding differences in electronic health record (EHR) use: Linking individual physicians’ perceptions of uncertainty and EHR use patterns in ambulatory care. Journal of the American Medical Informatics Association. 2014;21(1):73-81.PubMed Lanham HJ, Sittig DF, Leykum LK, Parchman ML, Pugh JA, McDaniel RR. Understanding differences in electronic health record (EHR) use: Linking individual physicians’ perceptions of uncertainty and EHR use patterns in ambulatory care. Journal of the American Medical Informatics Association. 2014;21(1):73-81.PubMed
90.
go back to reference Nevalainen M, Kuikka L, Pitkala K. Medical errors and uncertainty in primary health care: A comparative study of coping strategies among young and experienced GPs. Scand J Prim Health Care. 2014;32(2):84-9.PubMedPubMedCentral Nevalainen M, Kuikka L, Pitkala K. Medical errors and uncertainty in primary health care: A comparative study of coping strategies among young and experienced GPs. Scand J Prim Health Care. 2014;32(2):84-9.PubMedPubMedCentral
91.
go back to reference Serbic D, Pincus T. Diagnostic uncertainty and recall bias in chronic low back pain. Pain [Internet]. 2014 Aug [cited 20,140,721];155(8):1540-6.PubMed Serbic D, Pincus T. Diagnostic uncertainty and recall bias in chronic low back pain. Pain [Internet]. 2014 Aug [cited 20,140,721];155(8):1540-6.PubMed
92.
go back to reference Saurer A, Fischer W, Dayer P, Fabre J. Demandes d’examens de laboratoire. Ampleur et causes des variations entre medicins. Schweiz Med Wochenschr. 1986;116:1176.PubMed Saurer A, Fischer W, Dayer P, Fabre J. Demandes d’examens de laboratoire. Ampleur et causes des variations entre medicins. Schweiz Med Wochenschr. 1986;116:1176.PubMed
93.
go back to reference Epstein AM, Begg CB, McNeil BJ. The effects of physicians’ training and personality on test ordering for ambulatory patients. Am J Public Health. 1984;74(11):1271-3.PubMedPubMedCentral Epstein AM, Begg CB, McNeil BJ. The effects of physicians’ training and personality on test ordering for ambulatory patients. Am J Public Health. 1984;74(11):1271-3.PubMedPubMedCentral
94.
go back to reference Ornstein SM, Markert GP, Johnson AH, Rust PF, Afrin LB. The effect of physician personality on laboratory test ordering for hypertensive patients. Med Care. 1988:536-43.PubMed Ornstein SM, Markert GP, Johnson AH, Rust PF, Afrin LB. The effect of physician personality on laboratory test ordering for hypertensive patients. Med Care. 1988:536-43.PubMed
95.
go back to reference Nevalainen M, Kuikka L, Sjoberg L, Eriksson J, Pitkala K. Tolerance of uncertainty and fears of making mistakes among fifth-year medical students. Fam Med. 2012;44(4):240-6.PubMed Nevalainen M, Kuikka L, Sjoberg L, Eriksson J, Pitkala K. Tolerance of uncertainty and fears of making mistakes among fifth-year medical students. Fam Med. 2012;44(4):240-6.PubMed
96.
go back to reference Tachakra S. Level of diagnostic confidence, accuracy, and reasons for mistakes in teleradiology for minor injuries. Telemed J E Health. 2002;8(1):111-21.PubMed Tachakra S. Level of diagnostic confidence, accuracy, and reasons for mistakes in teleradiology for minor injuries. Telemed J E Health. 2002;8(1):111-21.PubMed
97.
go back to reference Slade SC, Molloy E, Keating JL. The dilemma of diagnostic uncertainty when treating people with chronic low back pain: A qualitative study. Clin Rehabil. 2012;26(6):558-69.PubMed Slade SC, Molloy E, Keating JL. The dilemma of diagnostic uncertainty when treating people with chronic low back pain: A qualitative study. Clin Rehabil. 2012;26(6):558-69.PubMed
98.
go back to reference Hartveit F. Autopsy findings in cases with a clinically uncertain cancer diagnosis. J Pathol. 1979;129(3):111-9.PubMed Hartveit F. Autopsy findings in cases with a clinically uncertain cancer diagnosis. J Pathol. 1979;129(3):111-9.PubMed
99.
go back to reference Ogden J, Fuks K, Gardner M, Johnson S, McLean M, Martin P, Shah R. Doctors expressions of uncertainty and patient confidence. Patient Educ Couns. 2002 Oct -Nov;48(2):171-6.PubMed Ogden J, Fuks K, Gardner M, Johnson S, McLean M, Martin P, Shah R. Doctors expressions of uncertainty and patient confidence. Patient Educ Couns. 2002 Oct -Nov;48(2):171-6.PubMed
100.
go back to reference Pauker SG, Kassirer JP. The threshold approach to clinical decision making. N Engl J Med. 1980;302(20):1109-17.PubMed Pauker SG, Kassirer JP. The threshold approach to clinical decision making. N Engl J Med. 1980;302(20):1109-17.PubMed
101.
go back to reference Pauker SG, Kassirer JP. Decision analysis. N Engl J Med. 1987;316(5):250-8.PubMed Pauker SG, Kassirer JP. Decision analysis. N Engl J Med. 1987;316(5):250-8.PubMed
102.
go back to reference Atkinson P. Training for certainty. Soc Sci Med. 1984;19(9):949-56.PubMed Atkinson P. Training for certainty. Soc Sci Med. 1984;19(9):949-56.PubMed
103.
go back to reference Grady D, Redberg RF. Less is more: How less health care can result in better health. Arch Intern Med. 2010;170(9):749-50.PubMed Grady D, Redberg RF. Less is more: How less health care can result in better health. Arch Intern Med. 2010;170(9):749-50.PubMed
104.
105.
go back to reference Guadagnoli E, Landrum MB, Normand ST, et al. Impact of underuse, overuse, and discretionary use on geographic variation in the use of coronary angiography after acute myocardial infarction. Med Care. 2001;39(5):446-58.PubMed Guadagnoli E, Landrum MB, Normand ST, et al. Impact of underuse, overuse, and discretionary use on geographic variation in the use of coronary angiography after acute myocardial infarction. Med Care. 2001;39(5):446-58.PubMed
106.
go back to reference Fisher ES. The implications of regional variations in medicare spending. Part 1: The content, quality, and accessibility of care. Ann Intern Med. 2003;138(4):273.PubMed Fisher ES. The implications of regional variations in medicare spending. Part 1: The content, quality, and accessibility of care. Ann Intern Med. 2003;138(4):273.PubMed
107.
go back to reference Choosing Wisely: Helping Physicians and Patients Make Smart Decisions About Their Care | May 02, 2012 | JAMA | JAMA Network [Internet]. cited 8/27/2016] Choosing Wisely: Helping Physicians and Patients Make Smart Decisions About Their Care | May 02, 2012 | JAMA | JAMA Network [Internet]. cited 8/27/2016]
108.
go back to reference Rao VM, Levin DC. The overuse of diagnostic imaging and the choosing wisely initiative. Ann Intern Med. 2012;157(8):574.PubMed Rao VM, Levin DC. The overuse of diagnostic imaging and the choosing wisely initiative. Ann Intern Med. 2012;157(8):574.PubMed
109.
go back to reference Rosenberg A, Agiro A, Gottlieb M, et al. Early trends among seven recommendations from the Choosing Wisely campaign. JAMA Intern Med. 2015;175(12):1913-20.PubMed Rosenberg A, Agiro A, Gottlieb M, et al. Early trends among seven recommendations from the Choosing Wisely campaign. JAMA Intern Med. 2015;175(12):1913-20.PubMed
110.
go back to reference ACP - Avoid imaging for low back pain | Choosing Wisely [Internet]. Available at: http://www.choosingwisely.org/clinician-lists/#keyword=back_pain. Accessed 26 Aug 2017. ACP - Avoid imaging for low back pain | Choosing Wisely [Internet]. Available at: http://​www.​choosingwisely.​org/​clinician-lists/​#keyword=back_pain. Accessed 26 Aug 2017.
Metadata
Title
Defining and Measuring Diagnostic Uncertainty in Medicine: A Systematic Review
Authors
Viraj Bhise, MD, MPH
Suja S. Rajan, PhD
Dean F. Sittig, PhD
Robert O. Morgan, PhD
Pooja Chaudhary, MD
Hardeep Singh, MD, MPH
Publication date
01-01-2018
Publisher
Springer US
Published in
Journal of General Internal Medicine / Issue 1/2018
Print ISSN: 0884-8734
Electronic ISSN: 1525-1497
DOI
https://doi.org/10.1007/s11606-017-4164-1

Other articles of this Issue 1/2018

Journal of General Internal Medicine 1/2018 Go to the issue

Clinical Practice: Clinical Images

Checkpoint Inhibitor-Associated Hypophysitis

Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.