Heuristic strategies for diagnostic decision making in emergency neurology

Authors

  • Kondrashin Aleksandr Aleksandrovich Russian Presidential Academy of National Economy and Public Administration, Moscow, Russia
  • Spiridonov Vladimir Feliksovich Russian Presidential Academy of National Economy and Public Administration, Moscow, Russia
  • Kulesh Aleksey Aleksandrovich Perm State Medical University named after Academician E.A. Wagner of the Ministry of Health of the Russian Federation, Perm, Russia
  • Zamergrad Maxim Valerievich Russian Medical Academy of Continuous Professional Education of the Ministry of Healthcare of the Russian Federation, Moscow, Russia; N.I. Pirogov Russian National Research Medical University of the Ministry of Health of the Russian Federation, Moscow, Russia
  • Dyomin Dmitriy Alekseevich Federal Center for Cardiovascular Surgery of the Ministry of Health of the Russian Federation, Astrakhan, Russia

DOI:

https://doi.org/10.54359/qyx5e369

Keywords:

heuristic strategies, heuristic strategy "Take the best", clinical thinking, diagnostic decision making in medicine, diagnostic error, ecological rationality, expertise

Abstract

 

The aim of this study was to identify the heuristic strategies employed by emergency neurologists in making initial diagnostic decisions. Drawing on Gerd Gigerenzer’s theory of Simple Stopping Rules and One-Reason Decision Making [Gigerenzer et al., 1999; Todd & Gigerenzer, 2000], which posits that a decision between two or more alternatives can be made based on the value of a single cue, we tested the hypothesis that physicians apply the heuristic strategy Take The Best [Gigerenzer & Goldstein, 1996]. According to this strategy, in order to determine which of two diagnostic alternatives is more valid, one must: (a) examine cues in order of their validity, (b) stop searching once a cue discriminates between the alternatives, and (c) choose the alternative favored by that cue.

Twenty-three interviews were conducted via video conferencing with practicing neurologists of varying levels of professional experience. Participants were presented with clinical cases in the domain of emergency neurology and asked to request additional information in order to make a diagnosis. During the analysis of interview transcripts, cue-seeking statements were identified that indicated the evaluation of competing diagnostic hypotheses. Results showed that participants typically selected the diagnostic alternative supported by the first discriminative cue. This finding demonstrates that neurologists predominantly rely on the Take The Best heuristic strategy. Moreover, the use of this heuristic conferred a significant diagnostic accuracy advantage to expert clinicians compared to less experienced counterparts.

These findings underscore the importance of the Take The Best  heuristic in accurate diagnostic decision-making within emergency neurology. They also suggest the potential for developing interactive case-based training simulators with adjustable levels of difficulty, tailored to diagnosticians with varying qualifications. The diagnostic cases used in the current study, along with similar cases, can serve as material for such simulators.

Downloads

Download data is not yet available.

Author Biographies

  • Kondrashin Aleksandr Aleksandrovich, Russian Presidential Academy of National Economy and Public Administration, Moscow, Russia

    PhD student, Faculty of Psychology, Institute of Social Sciences, Russian Presidential Academy of National Economy and Public Administration, Prospect Vernadskogo, 82, bldg. 1, 119571, Moscow, Russia.

  • Spiridonov Vladimir Feliksovich, Russian Presidential Academy of National Economy and Public Administration, Moscow, Russia

    Doctor of Psychology, Professor, Head of the Research Laboratory of Cognitive Studies, Institute of Social Sciences, Russian Presidential Academy of National Economy and Public Administration, Prospect Vernadskogo, 82, bldg. 1, 119571, Moscow, Russia.

  • Kulesh Aleksey Aleksandrovich, Perm State Medical University named after Academician E.A. Wagner of the Ministry of Health of the Russian Federation, Perm, Russia

    Doctor of Medical Sciences, Professor, Head of the Department of Integrative Medicine, Perm State Medical University named after Academician E.A. Wagner, Ministry of Health of the Russian Federation, Petropavlovskaya str., 26, 614990, Perm, Russia.

  • Zamergrad Maxim Valerievich, Russian Medical Academy of Continuous Professional Education of the Ministry of Healthcare of the Russian Federation, Moscow, Russia; N.I. Pirogov Russian National Research Medical University of the Ministry of Health of the Russian Federation, Moscow, Russia

    Doctor of Medical Sciences, Professor of the Department of Neurology with a course in Reflexology and Manual Therapy, Russian Medical Academy of Continuous Professional Education of the Ministry of Healthcare of the Russian Federation, Barrikadnaya str., 2/1, bldg. 1, 125993, Moscow, Russia. Leading Research Associate, Russian Gerontological Research and Clinical Center, Pirogov Russian National Research Medical University of the Ministry of Health of the Russian Federation, 1st Leonova str., 16, 129226, Moscow, Russia.

  • Dyomin Dmitriy Alekseevich, Federal Center for Cardiovascular Surgery of the Ministry of Health of the Russian Federation, Astrakhan, Russia

    PhD in Medicine, Neurologist, Federal Center for Cardiovascular Surgery of the Ministry of Health of the Russian Federation, Pokrovskaya Roscha str., 4, 414004, Astrakhan, Russia.

References

Bar-Hillel M. On the subjective probability of compound events. Organizational behavior and human performance, 1973, 9(3), 396–406. DOI:10.1016/0030-5073(73)90061-5

Caddick Z.A., Fraundorf S.H., Rottman B.M., Nokes-Malach T.J. Cognitive perspectives on main-taining physicians’ medical expertise: II. Acquiring, maintaining, and updating cognitive skills. Cogni-tive Research: Principles and Implications, 2023, 8(1), 47. DOI:10.1186/s41235-023-00497-8

Chi M.T., Feltovich P.J., Glaser R. Categorization and representation of physics problems by experts and novices. Cognitive Science, 1981, 5(2), 121–152. DOI:10.1207/s15516709cog0502_2

Czerlinski J., Gigerenzer G., Goldstein D.G. How good are simple heuristics? In: Simple heuristics that make us smart. New York, NY: Oxford University Press, 1999. pp. 97–118.

Delavari S., Monajemi A., Baradaran H.R., Myint P.K., Yaghmaei M., Soltani Arabshahi S.K. How to develop clinical reasoning in medical students and interns based on illness script theory: An exper-imental study. Medical Journal of The Islamic Republic of Iran, 2020, Vol. 34, 9. DOI:10.34171/mjiri.34.9

Dieckmann A., Rieskamp J. The influence of information redundancy on probabilistic inferences. Memory and cognition, 2007, Vol. 35, 1801–1813. DOI:10.3758/bf03193511

Gigerenzer G., Brighton H. Homo heuristicus: Why biased minds make better inferences. Topics in cognitive science, 2009, 1(1), 107–143. DOI:10.1111/j.1756-8765.2008.01006.x

Gigerenzer G., Goldstein D.G. Reasoning the fast and frugal way: Models of bounded rationality. Psychological review, 1996, 103(4), 650–669. DOI:10.1037//0033-295x.103.4.650

Gigerenzer G., Todd P.M., ABC Research Group. Simple heuristics that make us smart. New York, NY: Oxford University Press, 1999.

Goldstein D.G., Gigerenzer G. Models of ecological rationality: The recognition heuristic. Psycholog-ical review, 2002, 109(1), 75–90. DOI:10.1037//0033-295x.109.1.75

Hobus P. Expertise van huisartsen: praktijkervaring, kennis en diagnostische hypothesevorming. Doctoral thesis. Maastricht University, Maastricht, 1994. DOI:10.26481/dis.19940429ph

Hoyer C., Szabo K. Pitfalls in the diagnosis of posterior circulation stroke in the emergency setting. Frontiers in Neurology, 2021, Vol. 12, 682827. DOI:10.3389/fneur.2021.682827

Itri J.N., Patel S.H. Heuristics and cognitive error in medical imaging. American Journal of Roent-genology, 2018, 210(5), 1097–1105. DOI:10.2214/AJR.17.18907

Kattah J.C., Talkad A.V., Wang D.Z., Hsieh Y.-H., Newman-Toker D.E. HINTS to diagnose stroke in the acute vestibular syndrome: Three-step bedside oculomotor examination more sensitive than ear-ly MRI diffusion-weighted imaging. Stroke, 2009, 40(11), 3504–3510. DOI:10.1161/strokeaha.109.551234

Kukushkina Yu.A., Spiridonov V.F. Kriticheskoe myshlenie kak faktor professional'noi kompetent-nosti programmistov. Psikhologiya. Zhurnal Vysshei shkoly ekonomiki, 2008, 5(1), 165–174. DOI:0.17323/1813-8918 (in Russian)

Kulesh A.A., Demin D.A., Guseva A.L., Vinogradov O.I., Parfenov V.A. Vestibulyarnoe golo-vokruzhenie v neotlozhnoi nevrologii. Rossiiskii nevrologicheskii zhurnal, 2021, 26(4), 50–59. DOI:10.30629/2658-7947-2021-26-4-50-59 (in Russian)

Lee H., Sohn S.-I., Cho Y-.W., Lee S.-R., Ahn B.-H., Park B.-R., Baloh R.W. Cerebellar infarction presenting isolated vertigo: Frequency and vascular topographical patterns. Neurology, 2006, 67(7), 1178–1183. DOI:10.1212/01.wnl.0000238500.02302.b4

Marewski J.N., Gigerenzer G. Heuristic decision making in medicine. Dialogues in Clinical Neuro-science, 2012, 14(1), 77–89. DOI:10.31887/DCNS.2012.14.1/jmarewski

Miri H., Boushehri E., Hoseini-Abardeh M., Yazdani S. Clinical reasoning in emergency medical technicians and its compliance with the illness script theory: A pilot study. Journal of Education and Health Promotion, 2023, 12(1), 122. DOI:10.4103/jehp.jehp_782_22

National Academies of Sciences, Engineering, and Medicine. Improving Diagnosis in Health Care. Washington, DC: The National Academies Press, 2015. DOI:10.17226/21794

Newell A., Simon H.A. Human problem solving. Englewood Cliffs, NJ: Prentice-hall, 1972.

Pope J.V., Edlow J.A. Avoiding misdiagnosis in patients with neurological emergencies. Emergency medicine international, 2012, Vol. 2012. DOI:10.1155/2012/949275

Redelmeier D.A. The cognitive psychology of missed diagnoses. Annals of internal medicine, 2005, 142(2), 115–120. DOI:10.7326/0003-4819-142-2-200501180-00010

Rieskamp J., Otto P.E. SSL: A theory of how people learn to select strategies. Journal of experimental psychology: General, 2006, 135(2), 207–236. DOI:10.1037/0096-3445.135.2.207

Salkowski L.R., Russ R. Cognitive processing differences of experts and novices when correlating anatomy and cross-sectional imaging. Journal of Medical Imaging, 2018, 5(3). DOI:10.1117/1.jmi.5.3.031411

Schmidt H.G., Boshuizen H.P.A., Hobus P.P.M. Transitory Stages in the Development of Medical Expertise: The "Intermediate Effect" in Clinical Case Representation Studies 1. In: 10th Annual Con-ference Cognitive Science Society Pod. 1st ed. New York, NY: Psychology Press, 2019. pp. 139–145. DOI:10.4324/9781315807812

Shin H.S. Reasoning processes in clinical reasoning: from the perspective of cognitive psychology. Korean journal of medical education, 2019, 31(4), 299–308. DOI:10.3946/kjme.2019.140

Spiridonov V.F. Eksperty reshayut zadachi. In: Kognitivnaya psikhologiya: fenomeny i problemy. Moscow: URSS, 2013. pp. 108–129. (in Russian)

Todd P.M., Gigerenzer G. Précis of simple heuristics that make us smart. Behavioral and brain sci-ences, 2000, 23(5), 727–741. DOI:10.1017/s0140525x00003447

Tversky A., Kahneman D. Availability: A heuristic for judging frequency and probability. Cognitive psychology, 1973, 5(2), 207–232. DOI:10.1016/0010-0285(73)90033-9

Tversky A., Kahneman D. Rational choice and the framing of decisions. In: Decision making: De-scriptive, normative, and prescriptive interactions. Cambridge: Cambridge University Press, 1988. pp. 167–192. DOI:10.1017/cbo9780511598951.011

Vanni S., Pecci R., Edlow J.A., Nazerian P., Santimone R., Pepe G., Moretti M., Pavellini A., Cavi-glioli C., Casula C., Bigiarini S., Vannucchi P., Grifoni S. Differential diagnosis of vertigo in the emergency department: A prospective validation study of the STANDING algorithm. Frontiers in neurology, 2017, Vol. 8, 590. DOI:10.3389/fneur.2017.00590

Vickrey B.G., Samuels M.A., Ropper A.H. How neurologists think: A cognitive psychology per-spective on missed diagnoses. Annals of neurology, 2010, 67(4), 425–433. DOI:10.1002/ana.21907

Wegwarth O., Gaissmaier W., Gigerenzer G. Smart strategies for doctors and doctors‐in‐training: heuristics in medicine. Medical education, 2009, 43(8), 721–728. DOI:10.1111/j.1365-2923.2009.03359.x

Zwaan L. Psikhologiya diagnosticheskoi oshibki. Eksperimental'naya psikhologiya, 2015, 8(3), 91–98. DOI:10.17759/exppsy.2015080309 (in Russian)

Zwaan L., de Bruijne M., Wagner, C., Thijs, A., Smits M., van der Wal G., Timmermans D.R. Patient record review of the incidence, consequences, and causes of diagnostic adverse events. Archives of internal medicine, 2010, 170(12), 1015–1021. DOI:10.1001/archinternmed.2010.146

Published

2025-09-24

Issue

Section

Experimental and empirical research

How to Cite

Kondrashin, A., Spiridonov, V., Kulesh, A., Zamergrad, M., & Dyomin, D. (2025). Heuristic strategies for diagnostic decision making in emergency neurology. Psychological Studies, 18(102), 5. https://doi.org/10.54359/qyx5e369