[en] [en] OBJECTIVES: Given the role of emotions in reasoning, we hypothesised that emotional competence (EC), defined as the ability to identify, understand, express, regulate and use emotions, would increase the quality of physician's clinical reasoning (CR). The objectives of this study were to map the existing literature on the impact of EC on physician's CR and to identify any literature gaps.
DESIGN: This study is a scoping review.
DATA SOURCES: We included articles from Medline (via Ovid), Embase and Psychinfo and articles found manually, with no limitations in terms of publication date or location.
ELIGIBILITY CRITERIA: Inclusion criteria were all physicians and medical students and articles focusing on one or more dimensions of EC (based on the model of Mikolajczak et al) and of CR (based on the framework of Young et al). We excluded non-research articles and articles concerning other health professionals, physicians' psychiatric disorders or the impact of emotions on well-being, instrument-handling skills or students' academic learning.
DATA EXTRACTION AND SYNTHESIS: Data were extracted by two independent reviewers. Results were summarised using descriptive analyses and a narrative synthesis.
RESULTS: After removing duplicates, we identified 12 046 articles. Following a review of their titles and abstracts, we assessed 268 articles for eligibility and included 98 in the scoping review. Most studies examined the effects of emotional regulation strategies, empathy and global EC scores on clinical performance. Positive effects of EC on uncertainty management and intuitive reasoning have been well documented, as have its effects on diagnostic and therapeutic performance and the development of CR in the context of life-threatening situations. A smaller number of studies suggest a favourable impact on clinical performance in the surgical context and on the quality of prescriptions. The impact of EC on diagnostic and therapeutic performance outside emergency and intraoperative contexts and on patient outcomes remains uncertain. The effects of EC on CR were most evident under conditions of high acute stress, likely due to the increased cognitive load associated with such conditions.
CONCLUSIONS: EC has been found to have a positive impact on CR mainly when dealing with uncertainty and life-threatening emergencies. Stress regulation and the resulting reduction in cognitive load appear to be a key modulator of EC's impact on CR. Further research should focus on the impact of EC on diagnostic and therapeutic performance outside emergency conditions and on patient outcomes.
Disciplines :
Human health sciences: Multidisciplinary, general & others Theoretical & cognitive psychology
Author, co-author :
Joly, Louise ; Université de Liège - ULiège > Département des sciences cliniques > Médecine générale
Nunes de Sousa, Alexandra ; Université de Liège - ULiège > Département des sciences cliniques > Médecine générale
Bardiau, Marjorie ; Université de Liège - ULiège > CARE "ULiège Library" > ULiège Library : Santé
Dory, Valérie ; Université de Liège - ULiège > Département des sciences cliniques > Médecine générale
Bayot, Marie ; Université de Liège - ULiège > Département des sciences cliniques > Médecine générale ; Department of Psychology, University of Namur, Namur, Belgium
Lenoir, Anne-Laure ; Université de Liège - ULiège > Soins primaires et santé
Language :
English
Title :
Impact of emotional competence on clinical reasoning: a scoping review.
All authors except Alexandra Nunes de Sousa were supported during the conduct of the project by an employment contract with their respective university or academic department. The association of teaching GPs (Association des G\u00E9n\u00E9ralistes Enseignants), dependent on the Department of General Practice/Family Medicine, Research Unit Primary Care & Health of the University of Li\u00E8ge, specifically funded Alexandra Nunes de Sousa for her participation in the scoping review and will cover article processing charges in case of article acceptance. The authors would like to thank Marina Di Gregorio, researcher in the Department of General Practice/Family Medicine, Research Unit Primary Care & Health (University of Li\u00E8ge, Li\u00E8ge, Belgium), for her careful review of the manuscript, as well as Virginie Simonis, researcher in the Department of General Practice (ULB University, Brussels, Belgium), for her valuable advice on the methodology of the scoping review. The preliminary results of this study were presented at the SIFEM conference (International Francophone Congress on Health Sciences Education) in Orl\u00E9ans on 27 May 2025.142
Higgs J, Jensen GM, Loftus S. Clinical Reasoning in the Health ProfessionsFourth edition. Edinburgh London New York: Elsevier, 2019:511.
Kahneman D. Thinking, Fast and Slow. London: Penguin Books, 2012:499.
Croskerry P, Singhal G, Mamede S. Cognitive debiasing 1: origins of bias and theory of debiasing. BMJ Qual Saf 2013; 22 Suppl 2: ii58–64. doi:10.1136/bmjqs-2012-001712
Croskerry P. The importance of cognitive errors in diagnosis and strategies to minimize them. Acad Med 2003; 78: 775–80. doi:10.1097/00001888-200308000-00003
Pelaccia T, Tardif J, Triby E, et al. A Novel Approach to Study Medical Decision Making in the Clinical Setting: The “Own-point-of-view” Perspective. Acad Emerg Med 2017; 24: 785–95. doi:10.1111/acem.13209
Graber ML, Franklin N, Gordon R. Diagnostic error in internal medicine. Arch Intern Med 2005; 165: 1493–9. doi:10.1001/archinte.165.13.1493
Bordage G. Why did I miss the diagnosis? Some cognitive explanations and educational implications. Acad Med 1999; 74: S138–43. doi:10.1097/00001888-199910000-00065
Yager J, Kay J, Kelsay K. Clinicians’ Cognitive and Affective Biases and the Practice of Psychotherapy. APT 2021; 74: 119–26. doi:10.1176/appi.psychotherapy.20200025
Norman GR, Monteiro SD, Sherbino J, et al. The Causes of Errors in Clinical Reasoning: Cognitive Biases, Knowledge Deficits, and Dual Process Thinking. Acad Med 2017; 92: 23–30. doi:10.1097/ACM.0000000000001421
Hartigan S, Brooks M, Hartley S, et al. Review of the Basics of Cognitive Error in Emergency Medicine: Still No Easy Answers. West J Emerg Med 2020; 21: 125–31. doi:10.5811/westjem.2020.7.47832
Croskerry P, Singhal G, Mamede S. Cognitive debiasing 2: impediments to and strategies for change. BMJ Qual Saf 2013; 22: ii65–72. doi:10.1136/bmjqs-2012-001713
Norman GR, Eva KW. Diagnostic error and clinical reasoning: Diagnostic error and reasoning. Med Educ 2010; 44: 94–100. doi:10.1111/j.1365-2923.2009.03507.x
Norman G, Sherbino J, Dore K, et al. The etiology of diagnostic errors: a controlled trial of system 1 versus system 2 reasoning. Acad Med 2014; 89: 277–84. doi:10.1097/ACM.0000000000000105
Norman G, Pelaccia T, Wyer P, et al. Dual process models of clinical reasoning: The central role of knowledge in diagnostic expertise. Evaluation Clinical Practice 2024; 30: 788–96. doi:10.1111/jep.13998
Joly L, Bardiau M, Nunes de Sousa A, et al. Impact of emotional competence on physicians’ clinical reasoning: a scoping review protocol. BMJ Open 2023; 13:e073337. doi:10.1136/bmjopen-2023-073337
Luminet O, Grynberg D, Sander D. Psychologie des Emotions: concepts fondamentaux et implications cliniques. De Boek Supérieur 2021;448.
Lemaire P. Émotion et cognition. 2021;352. doi:10.4324/9781003231028
Damasio AR. L’ Erreur de Descartes: La raison des émotions. Odile Jacob 2001;396.
Caparos S, Blanchette I. Affect et pensée logique: Comment les émotions influencent notre raisonnement. Revue Québecoise de Psychologie 2015; 36: 57–70.
Yip JA, Côté S. The emotionally intelligent decision maker: emotion-understanding ability reduces the effect of incidental anxiety on risk taking. Psychol Sci 2013; 24: 48–55. doi:10.1177/0956797612450031
Yip JA, Stein DH, Côté S, et al. Follow your gut? Emotional intelligence moderates the association between physiologically measured somatic markers and risk-taking. Emotion 2020; 20: 462–72. doi:10.1037/emo0000561
Jung N, Wranke C, Hamburger K, et al. How emotions affect logical reasoning: evidence from experiments with mood-manipulated participants, spider phobics, and people with exam anxiety. Front Psychol 2014; 5:570. doi:10.3389/fpsyg.2014.00570
Giacchero Vedana KG, Magrini DF, Zanetti ACG, et al. Attitudes towards suicidal behaviour and associated factors among nursing professionals: A quantitative study. J Psychiatr Ment Health Nurs 2017; 24: 651–9. doi:10.1111/jpm.12413
Mikolajczak M, Quoidbach J, Kotsou I. Les compétences émotionnelles Dunod. In: Malakoff. 2020: 308. Available: https://shs.cairn.info/les-competences-emotionnelles--9782100793266?site_lang=fr
Kozlowski D, Hutchinson M, Hurley J, et al. The role of emotion in clinical decision making: an integrative literature review. BMC Med Educ 2017; 17:255. doi:10.1186/s12909-017-1089-7
LeBlanc VR, McConnell MM, Monteiro SD. Predictable chaos: a review of the effects of emotions on attention, memory and decision making. Adv in Health Sci Educ 2015; 20: 265–82. doi:10.1007/s10459-014-9516-6
Mikolajczak M. Going Beyond The Ability-Trait Debate: The Three-Level Model of Emotional Intelligence. EJAP 2010; 5: 25–31. doi:10.7790/ejap.v5i2.175
Neubauer A, Freudenthaler H. Models of Emotional Intelligence. Emotional Intelligence: An International Handbook 2005.
Brasseur S, Grégoire J, Bourdu R, et al. The Profile of Emotional Competence (PEC): development and validation of a self-reported measure that fits dimensions of emotional competence theory. PLoS ONE 2013; 8:e62635. doi:10.1371/journal.pone.0062635
Chapter 11: scoping reviews - jbi manual for evidence synthesis - jbi global wiki. n.d. Available: https://jbi-global-wiki.refined.site/space/MANUAL/3283910770/Chapter+11%3A+Scoping+reviews
Tricco AC, Lillie E, Zarin W, et al. PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation. Ann Intern Med 2018; 169: 467–73. doi:10.7326/M18-0850
Peters MDJ, Marnie C, Colquhoun H, et al. Scoping reviews: reinforcing and advancing the methodology and application. Syst Rev 2021; 10:263. doi:10.1186/s13643-021-01821-3
Peabody JW, Luck J, Glassman P, et al. Comparison of vignettes, standardized patients, and chart abstraction: a prospective validation study of 3 methods for measuring quality. JAMA 2000; 283: 1715–22. doi:10.1001/jama.283.13.1715
Evans SC, Roberts MC, Keeley JW, et al. Vignette methodologies for studying clinicians’ decision-making: Validity, utility, and application in ICD-11 field studies. Int J Clin Health Psychol 2015; 15: 160–70. doi:10.1016/j.ijchp.2014.12.001
Sa B, Ojeh N, Majumder MAA, et al. The Relationship Between Self-Esteem, Emotional Intelligence, and Empathy Among Students From Six Health Professional Programs. Teach Learn Med 2019; 31: 536–43. doi:10.1080/10401334.2019.1607741
Ioannidou F, Konstantikaki V. Empathy and emotional intelligence: What is it really about. 2008; 1: 118–23.
Stolper E, Van Royen P, Van de Wiel M, et al. Consensus on gut feelings in general practice. BMC Fam Pract 2009; 10:66. doi:10.1186/1471-2296-10-66
Oliva B, March S, Gadea C, et al. Gut feelings in the diagnostic process of Spanish GPs: a focus group study. BMJ Open 2016; 6:e012847. doi:10.1136/bmjopen-2016-012847
Gusenbauer M. Search where you will find most: Comparing the disciplinary coverage of 56 bibliographic databases. Scientometrics 2022; 127: 2683–745. doi:10.1007/s11192-022-04289-7
Arora S, Ashrafian H, Davis R, et al. Emotional intelligence in medicine: a systematic review through the context of the ACGME competencies. Med Educ 2010; 44: 749–64. doi:10.1111/j.1365-2923.2010.03709.x
Park E, Ha PK, Eisele DW, et al. Personal characteristics of residents may predict competency improvement. Laryngoscope 2016; 126: 1746–52. doi:10.1002/lary.25744
Talarico JF, Varon AJ, Banks SE, et al. Emotional intelligence and the relationship to resident performance: a multi-institutional study. J Clin Anesth 2013; 25: 181–7. doi:10.1016/j.jclinane.2012.08.002
Casas RS, Xuan Z, Jackson AH, et al. Associations of medical student empathy with clinical competence. Patient Educ Couns 2017; 100: 742–7. doi:10.1016/j.pec.2016.11.006
Hojat M, Gonnella JS, Mangione S, et al. Empathy in medical students as related to academic performance, clinical competence and gender. Med Educ 2002; 36: 522–7. doi:10.1046/j.1365-2923.2002.01234.x
Diseker RA, Michielutte R. An analysis of empathy in medical students before and following clinical experience. Acad Med 1981; 56: 1004–10. doi:10.1097/00001888-198112000-00004
Talarico JF, Metro DG, Patel RM, et al. Emotional intelligence and its correlation to performance as a resident: a preliminary study. J Clin Anesth 2008; 20: 84–9. doi:10.1016/j.jclinane.2007.12.008
Gardner AK, Dunkin BJ. Evaluation of Validity Evidence for Personality, Emotional Intelligence, and Situational Judgment Tests to Identify Successful Residents. JAMA Surg 2018; 153: 409. doi:10.1001/jamasurg.2017.5013
Bourgeon L, Bensalah M, Vacher A, et al. Role of emotional competence in residents’ simulated emergency care performance: a mixed-methods study. BMJ Qual Saf 2016; 25: 364–71. doi:10.1136/bmjqs-2015-004032
Stratton TD, Elam CL, Murphy-Spencer AE, et al. Emotional intelligence and clinical skills: preliminary results from a comprehensive clinical performance examination. Acad Med 2005; 80: S34–7. doi:10.1097/00001888-200510001-00012
Ashoorion V, Liaghatdar MJ, Adibi P. What variables can influence clinical reasoning? J Res Med Sci 2012; 17: 1170–5.
Cofer KD, Hollis RH, Goss L, et al. Burnout is Associated With Emotional Intelligence but not Traditional Job Performance Measurements in Surgical Residents. J Surg Educ 2018; 75: 1171–9. doi:10.1016/j.jsurg.2018.01.021
Satterfield JM, Hughes E. Emotion skills training for medical students: a systematic review. Med Educ (Chicago Ill) 2007; 41: 935–41. doi:10.1111/j.1365-2923.2007.02835.x
Shapiro J, Rucker L, Boker J, et al. Point-of-view writing: A method for increasing medical students’ empathy, identification and expression of emotion, and insight. Education for Health: Change in Learning & Practice 2006; 19: 96–105. doi:10.1080/13576280500534776
Zhu Y, Wang Z, Zhong Y, et al. The mediating role of work-related perceptions in the relationship between empathy and self-perceived clinical performance of residents in China: A multi-center cross-sectional study. Patient Educ Couns 2024; 119:108089. doi:10.1016/j.pec.2023.108089
Ogle J, Bushnell JA, Caputi P. Empathy is related to clinical competence in medical care. Med Educ 2013; 47: 824–31. doi:10.1111/medu.12232
Wright B, McKendree J, Morgan L, et al. Examiner and simulated patient ratings of empathy in medical student final year clinical examination: are they useful? BMC Med Educ 2014; 14:199. doi:10.1186/1472-6920-14-199
Stolper CF, van de Wiel MWJ, van Bokhoven MA, et al. Patients’ gut feelings seem useful in primary care professionals’ decision making. BMC Prim Care 2022; 23:178. doi:10.1186/s12875-022-01794-9
Høifødt TS, Talseth AG. Dealing with suicidal patients--a challenging task: a qualitative study of young physicians’ experiences. BMC Med Educ 2006; 6:44. doi:10.1186/1472-6920-6-44
Chibnall JT, Tait RC, Jovel A. Accountability and empathy effects on medical students’ clinical judgments in a disability determination context for low back pain. J Pain 2014; 15: 915–24. doi:10.1016/j.jpain.2014.06.001
Horne MJ, Allbright M, Galbraith DA, et al. Emotional Intelligence in Medicine: An Investigation of the Significance for Physicians, Residents, and Medical Students - A Systematic Review. J Surg Educ 2024; 81:103307. doi:10.1016/j.jsurg.2024.103307
Hartley S, Jovanoska J, Roberts S, et al. Case formulation in clinical practice: Associations with psychological mindedness, attachment and burnout in staff working with people experiencing psychosis. Psychol Psychother 2016; 89: 133–47. doi:10.1111/papt.12074
Høifødt TS, Talseth AG, Olstad R. A qualitative study of the learning processes in young physicians treating suicidal patients: from insecurity to personal pattern knowledge and self-confidence. BMC Med Educ 2007; 7:21. doi:10.1186/1472-6920-7-21
Smith CF, Drew S, Ziebland S, et al. Understanding the role of GPs’ gut feelings in diagnosing cancer in primary care: a systematic review and meta-analysis of existing evidence. Br J Gen Pract 2020; 70: e612–21. doi:10.3399/bjgp20X712301
Barais M, Fossard E, Dany A, et al. Accuracy of the general practitioner’s sense of alarm when confronted with dyspnoea and/or chest pain: a prospective observational study. BMJ Open 2020; 10:e034348. doi:10.1136/bmjopen-2019-034348
Kristensen BM, Andersen RS, Nicholson BD, et al. Cultivating Doctors’ Gut Feeling: Experience, Temporality and Politics of Gut Feelings in Family Medicine. Cult Med Psychiatry 2022; 46: 564–81. doi:10.1007/s11013-021-09736-3
Stolper E, van de Wiel M, Kooijman S, et al. How child health care physicians struggle from gut feelings to managing suspicions of child abuse. Acta Paediatr 2021; 110: 1847–54. doi:10.1111/apa.15736
Van den Bruel A, Thompson M, Buntinx F, et al. Clinicians’ gut feeling about serious infections in children: observational study. BMJ 2012; 345:e6144. doi:10.1136/bmj.e6144
Stolper E, van Bokhoven M, Houben P, et al. The diagnostic role of gut feelings in general practice. A focus group study of the concept and its determinants. BMC Fam Pract 2009; 10:17. doi:10.1186/1471-2296-10-17
Hartley MN, Sagar PM. The surgeon’s “gut feeling” as a predictor of post-operative outcome. Ann R Coll Surg Engl 1994; 76: 277–8.
Radtke A, Pfister R, Kuhr K, et al. Is “gut feeling” by medical staff better than validated scores in estimation of mortality in a medical intensive care unit? - The prospective FEELING-ON-ICU study. J Crit Care 2017; 41: 204–8. doi:10.1016/j.jcrc.2017.05.029
Church HR, Murdoch-Eaton D, Sandars J. Using Insights From Sports Psychology to Improve Recently Qualified Doctors’ Self-Efficacy While Managing Acutely Unwell Patients. Acad Med 2021; 96: 695–700. doi:10.1097/ACM.0000000000003809
Rusling M, Masin D, Voss M, et al. Medical student coping and performance in simulated disasters. Anxiety, Stress, & Coping 2021; 34: 766–77. doi:10.1080/10615806.2021.1916481
Goldberg MB, Mazzei M, Maher Z, et al. Optimizing performance through stress training - An educational strategy for surgical residents. Am J Surg 2018; 216: 618–23. doi:10.1016/j.amjsurg.2017.11.040
Anton NE, Rendina MA, Hennings JM, et al. Association of Medical Students’ Stress and Coping Skills With Simulation Performance. Sim Healthcare 2021; 16: 327–33. doi:10.1097/SIH.0000000000000511
Real K, Fields-Elswick K, Bernard AC. Understanding Resident Performance, Mindfulness, and Communication in Critical Care Rotations. J Surg Educ 2017; 74: 503–12. doi:10.1016/j.jsurg.2016.11.010
Isbell LM, Tager J, Beals K, et al. Emotionally evocative patients in the emergency department: a mixed methods investigation of providers’ reported emotions and implications for patient safety. BMJ Qual Saf 2020; 29: 1–2. doi:10.1136/bmjqs-2019-010110
Tallentire VR, Smith SE, Skinner J, et al. Understanding the behaviour of newly qualified doctors in acute care contexts: Behaviour of newly qualified doctors. Med Educ 2011; 45: 995–1005. doi:10.1111/j.1365-2923.2011.04024.x
Latham JS, Butchard S, Mason SR. Physician emotional experience of communication and decision making with end-of-life patients: qualitative studies systematic review. BMJ Support Palliat Care 2024; 14: e99–119. doi:10.1136/bmjspcare-2021-003446
Adams KE, O’Reilly M, Romm J, et al. Effect of Balint training on resident professionalism. Am J Obstet Gynecol 2006; 195: 1431–7. doi:10.1016/j.ajog.2006.07.042
Scheepers RA, Emke H, Epstein RM, et al. The impact of mindfulness-based interventions on doctors’ well-being and performance: A systematic review. Med Educ (Chicago Ill) 2020; 54: 138–49. doi:10.1111/medu.14020
Chew K, Durning S, van Merriënboer J. Teaching metacognition in clinical decision-making using a novel mnemonic checklist: an exploratory study. Smedj 2016; 57: 694–700. doi:10.11622/smedj.2016015
Fraser K, Ma I, Teteris E, et al. Emotion, cognitive load and learning outcomes during simulation training: Emotion and cognitive load during simulation. Med Educ 2012; 46: 1055–62. doi:10.1111/j.1365-2923.2012.04355.x
Giordano V, Bibl K, Felnhofer A, et al. Relationship between psychological characteristics, personality traits, and training on performance in a neonatal resuscitation scenario: A machine learning based analysis. Front Pediatr 2022; 10:1000544. doi:10.3389/fped.2022.1000544
Anderson EC, Hinton A, Lary CW, et al. The influence of uncertainty and uncertainty tolerance on attitudes and self-efficacy about genomic tumor testing. Psychol Health Med 2021; 26: 805–17. doi:10.1080/13548506.2020.1764989
Barret N, Guillaumée T, Rimmelé T, et al. Associations of coping and health-related behaviors with medical students’ well-being and performance during objective structured clinical examination. Sci Rep 2024; 14:11298. doi:10.1038/s41598-024-61800-1
Rickard M, Ackermann DM, Schnitzler M, et al. Emotional Intelligence as a Component of Surgical Coaching: A Scoping Review. J Surg Educ 2025; 82:103316. doi:10.1016/j.jsurg.2024.103316
Hollis RH, Theiss LM, Gullick AA, et al. Emotional intelligence in surgery is associated with resident job satisfaction. J Surg Res 2017; 209: 178–83. doi:10.1016/j.jss.2016.10.015
Anton NE, Bean EA, Hammonds SC, et al. Application of Mental Skills Training in Surgery: A Review of Its Effectiveness and Proposed Next Steps. Journal of Laparoendoscopic & Advanced Surgical Techniques 2017; 27: 459–69. doi:10.1089/lap.2016.0656
Kim JS, Hernandez RA, Smink DS, et al. Nontechnical skills training in cardiothoracic surgery: A pilot study. J Thorac Cardiovasc Surg 2022; 163: 2155–62. doi:10.1016/j.jtcvs.2021.01.108
Pena G, Altree M, Field J, et al. Surgeons’ and trainees’ perceived self-efficacy in operating theatre non-technical skills. Br J Surg 2015; 102: 708–15. doi:10.1002/bjs.9787
Merriman L, Williams-Karnesky RL, Pepin R, et al. Effect of a behavioral intervention on anxiety and perceived performance of non-technical skills during surgical simulations. Am J Surg 2021; 222: 329–33. doi:10.1016/j.amjsurg.2020.12.042
Wetzel CM, George A, Hanna GB, et al. Stress management training for surgeons-a randomized, controlled, intervention study. Ann Surg 2011; 253: 488–94. doi:10.1097/SLA.0b013e318209a594
Anton NE, Montero PN, Howley LD, et al. What stress coping strategies are surgeons relying upon during surgery? Am J Surg 2015; 210: 846–51. doi:10.1016/j.amjsurg.2015.04.002
Arora S, Sevdalis N, Nestel D, et al. Managing intraoperative stress: what do surgeons want from a crisis training program? The American Journal of Surgery 2009; 197: 537–43. doi:10.1016/j.amjsurg.2008.02.009
Granek L, Shapira S, Constantini S, et al. n.d. Pediatric neurosurgeons’ philosophical approaches to making intraoperative decisions when encountering an uncertainty or a complication while operating on children.
Wetzel CM, Black SA, Hanna GB, et al. The effects of stress and coping on surgical performance during simulations. Ann Surg 2010; 251: 171–6. doi:10.1097/SLA.0b013e3181b3b2be
Wiggins-Dohlvik K, Stewart RM, Babbitt RJ, et al. Surgeons’ performance during critical situations: competence, confidence, and composure. Am J Surg 2009; 198: 817–23. doi:10.1016/j.amjsurg.2009.04.030
Satterfield J, Swenson S, Rabow M. Emotional Intelligence in Internal Medicine Residents: Educational Implications for Clinical Performance and Burnout. Ann Behav Sci Med Educ 2009; 14: 65–8.
Lajoie SP, Zheng J, Li S, et al. Examining the interplay of affect and self regulation in the context of clinical reasoning. Learn Instr 2021; 72:101219. doi:10.1016/j.learninstruc.2019.101219
Harley JM, Jarrell A, Lajoie SP. Emotion regulation tendencies, achievement emotions, and physiological arousal in a medical diagnostic reasoning simulation. Instr Sci 2019; 47: 151–80. doi:10.1007/s11251-018-09480-z
Cleary TJ, Dong T, Artino AR. Examining shifts in medical students’ microanalytic motivation beliefs and regulatory processes during a diagnostic reasoning task. Adv in Health Sci Educ 2015; 20: 611–26. doi:10.1007/s10459-014-9549-x
Bowen JL, Ilgen JS, Regehr G, et al. Reflections From the Rearview Mirror: Internal Medicine Physicians’ Reactions to Clinical Feedback After Transitions of Responsibility. Acad Med 2019; 94: 1953–60. doi:10.1097/ACM.0000000000002831
Bartlett M, Gay SP, List PAD, et al. Teaching and learning clinical reasoning: tutors’ perceptions of change in their own clinical practice. Educ Prim Care 2015; 26: 248–54. doi:10.1080/14739879.2015.11494350
Stolper CF, Van de Wiel MWJ, Hendriks RHM, et al. How do gut feelings feature in tutorial dialogues on diagnostic reasoning in GP traineeship? Adv in Health Sci Educ 2015; 20: 499–513. doi:10.1007/s10459-014-9543-3
Caverly T, Matlock D, Thompson J, et al. Qualitative evaluation of a narrative reflection program to help medical trainees recognize and avoid overuse: “Am I doing what’s right for the patient?” Patient Educ Couns 2018; 101: 475–80. doi:10.1016/j.pec.2017.09.001
Pedersen AF, Ingeman ML, Vedsted P. Empathy, burn-out and the use of gut feeling: a cross-sectional survey of Danish general practitioners. BMJ Open 2018; 8:e020007. doi:10.1136/bmjopen-2017-020007
Pedersen AF, Andersen CM, Ingeman ML, et al. Patient–physician relationship and use of gut feeling in cancer diagnosis in primary care: a cross-sectional survey of patients and their general practitioners. BMJ Open 2019; 9:e027288. doi:10.1136/bmjopen-2018-027288
Smith CF, Kristensen BM, Andersen RS, et al. GPs’ use of gut feelings when assessing cancer risk: a qualitative study in UK primary care. Br J Gen Pract 2021; 71: e356–63. doi:10.3399/bjgp21X714269
Van den Brink N, Holbrechts B, Brand PLP, et al. Role of intuitive knowledge in the diagnostic reasoning of hospital specialists: a focus group study. BMJ Open 2019; 9:e022724. doi:10.1136/bmjopen-2018-022724
Woolley A, Kostopoulou O. Clinical intuition in family medicine: more than first impressions. Ann Fam Med 2013; 11: 60–6. doi:10.1370/afm.1433
Lambrechts C, Mees M, Jacquemyn Y. Gut feelings in obstetrics and midwifery: the role of intuition in deciding when to perform cesarean section during labor. Journal of Psychosomatic Obstetrics & Gynecology 2021; 42: 328–34. doi:10.1080/0167482X.2020.1765335
Alam R, Cheraghi-Sohi S, Panagioti M, et al. Managing diagnostic uncertainty in primary care: a systematic critical review. BMC Fam Pract 2017; 18:79. doi:10.1186/s12875-017-0650-0
Ilgen JS, Bowen JL, de Bruin ABH, et al. “I Was Worried About the Patient, but I Wasn’t Feeling Worried”: How Physicians Judge Their Comfort in Settings of Uncertainty. Acad Med 2020; 95: S67–72. doi:10.1097/ACM.0000000000003634
Robertsen A, Helseth E, Laake JH, et al. Neurocritical care physicians’ doubt about whether to withdraw life-sustaining treatment the first days after devastating brain injury: an interview study. Scand J Trauma Resusc Emerg Med 2019; 27:81. doi:10.1186/s13049-019-0648-9
Benbassat J, Pilpel D, Schor R. Physicians’ attitudes toward litigation and defensive practice: development of a scale. Behav Med 2001; 27: 52–60. doi:10.1080/08964280109595771
Pedersen AF, Carlsen AH, Vedsted P. Association of GPs’ risk attitudes, level of empathy, and burnout status with PSA testing in primary care. Br J Gen Pract 2015; 65: e845–51. doi:10.3399/bjgp15X687649
Sargent L, McCullough A, Del Mar C, et al. Using theory to explore facilitators and barriers to delayed prescribing in Australia: a qualitative study using the Theoretical Domains Framework and the Behaviour Change Wheel. BMC Fam Pract 2017; 18:20. doi:10.1186/s12875-017-0589-1
Michiels-Corsten M, Donner-Banzhoff N. Beyond accuracy: hidden motives in diagnostic testing. Fam Pract 2018; 35: 222–7. doi:10.1093/fampra/cmx089
Tentler A, Silberman J, Paterniti DA, et al. Factors Affecting Physicians’ Responses to Patients’ Requests for Antidepressants: Focus Group Study. J GEN INTERN MED 2008; 23: 51–7. doi:10.1007/s11606-007-0441-8
Schulte E, Petzke F, Spies C, et al. Self-Reported Practices and Emotions in Prescribing Opioids for Chronic Noncancer Pain: A Cross-Sectional Study of German Physicians. J Clin Med 2022; 11:2506. doi:10.3390/jcm11092506
Cormack MA, Howells E. Factors linked to the prescribing of benzodiazepines by general practice principals and trainees. Fam Pract 1992; 9: 466–71. doi:10.1093/fampra/9.4.466
Sun BZ, Chaitoff A, Hu B, et al. Empathy, burnout, and antibiotic prescribing for acute respiratory infections: a cross-sectional primary care study in the US. Br J Gen Pract 2017; 67: e565–71. doi:10.3399/bjgp17X691901
Weiss R, Vittinghoff E, Fang MC, et al. Associations of Physician Empathy with Patient Anxiety and Ratings of Communication in Hospital Admission Encounters. J Hosp Med 2017; 12: 805–10. doi:10.12788/jhm.2828
Butlin H, Salter KL, Williams A, et al. PracticeCALM: Coaching Anxiety Lessening Methods for Radiation Therapists: A Pilot Study of a Skills-Based Training Program in Radiation Oncology. J Med Imaging Radiat Sci 2016; 47: 147–54. doi:10.1016/j.jmir.2015.12.002
Xu F, Han L, Zhao S, et al. The role of anesthesiologists’ perceived self-efficacy in anesthesia-related adverse events. BMC Anesthesiol 2022; 22:190. doi:10.1186/s12871-022-01732-3
Ringsberg KC, Krantz G. Coping with patients with medically unexplained symptoms: work-related strategies of physicians in primary health care. J Health Psychol 2006; 11: 107–16. doi:10.1177/1359105306058853
Moreau A. Formation Bálint: Evaluation d’un changement. 1974; 16: 155–61.
Kjeldmand D, Holmström I, Rosenqvist U. Balint training makes GPs thrive better in their job. Patient Educ Couns 2004; 55: 230–5. doi:10.1016/j.pec.2003.09.009
Kootstra TJM, Wilkens SC, Menendez ME, et al. Is Physician Empathy Associated With Differences in Pain and Functional Limitations After a Hand Surgeon Visit? Clin Orthop Relat Res 2018; 476: 801–7. doi:10.1007/s11999.0000000000000077
Dunphy BC, Cantwell R, Bourke S, et al. Cognitive elements in clinical decision-making: Toward a cognitive model for medical education and understanding clinical reasoning. Adv in Health Sci Educ 2010; 15: 229–50. doi:10.1007/s10459-009-9194-y
Yee LM, Liu LY, Grobman WA. The relationship between obstetricians’ cognitive and affective traits and their patients’ delivery outcomes. Am J Obstet Gynecol 2014; 211: 692. doi:10.1016/j.ajog.2014.06.003
Fendel JC, Aeschbach VM, Schmidt S, et al. The impact of a tailored mindfulness-based program for resident physicians on distress and the quality of care: A randomised controlled trial. J Intern Med 2021; 290: 1233–48. doi:10.1111/joim.13374
Hayashino Y, Utsugi-Ozaki M, Feldman MD, et al. Hope modified the association between distress and incidence of self-perceived medical errors among practicing physicians: prospective cohort study. PLoS ONE 2012; 7:e35585. doi:10.1371/journal.pone.0035585
Bould MD, Sutherland S, Sydor DT, et al. Residents’ reluctance to challenge negative hierarchy in the operating room: a qualitative study. Can J Anesth/J Can Anesth 2015; 62: 576–86. doi:10.1007/s12630-015-0364-5
Sandi C. Stress and cognition. Wiley Interdiscip Rev Cogn Sci 2013; 4: 245–61. doi:10.1002/wcs.1222
Pelaccia T, Plotnick LH, Audétat M-C, et al. A Scoping Review of Physicians’ Clinical Reasoning in Emergency Departments. Ann Emerg Med 2020; 75: 206–17. doi:10.1016/j.annemergmed.2019.06.023
Andersson U, Maurin Söderholm H, Wireklint Sundström B, et al. Clinical reasoning in the emergency medical services: an integrative review. Scand J Trauma Resusc Emerg Med 2019; 27:76. doi:10.1186/s13049-019-0646-y
Olson A, Kämmer JE, Taher A, et al. The inseparability of context and clinical reasoning. J Eval Clin Pract 2024; 30: 533–8. doi:10.1111/jep.13969
Bowling A. Mode of questionnaire administration can have serious effects on data quality. J Public Health (Bangkok) 2005; 27: 281–91. doi:10.1093/pubmed/fdi031
Young ME, Thomas A, Lubarsky S, et al. Mapping clinical reasoning literature across the health professions: a scoping review. BMC Med Educ 2020; 20:107. doi:10.1186/s12909-020-02012-9