Mental workload as a key factor in clinical decision making
Abstract
The decision making process is central to the practice of a clinician and has traditionally been described in terms of the hypothetico-deductive model. More recently, models adapted from cognitive psychology, such as the dual process and script theories have proved useful in explaining patterns of practice not consistent with purely cognitive based practice. The purpose of this paper is to introduce the concept of mental workload as a key determinant of the type of cognitive processing used by clinicians. Published research appears to be consistent with 'schemata' based cognition as the principle mode of working for those engaged in complex tasks under time pressure. Although conscious processing of factual data is also used, it may be the primary mode of cognition only in situations where time pressure is not a factor. Further research on the decision making process should be based on outcomes which are not dependant on conscious recall of past actions or events and include a measure of mental workload. This further appears to support the concept of the patient, within the clinical environment, as the most effective learning resource.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Experienced clinicians relied on metacognitive skills to identify relevant details and adapt basic science knowledge into appropriate clinical decisions, whereas novices relied more heavily on predetermined treatment routines.
“For example, when presented with complex clinical scenarios, experienced clinicians consistently relied on their metacognitive skills to identify relevant details and adapt their basic science knowledge into an appropriate clinical decision, whereas novices relied more heavily on predetermined treatment routines (Byrne, 2013).”
From Promoting metacognition in an allied health anatomy course (2023) · cites this paper as Byrne, 2013
Increased educational stress and cognitive workload can negatively impact metacognition.
“Given that increased educational stress and cognitive workload can negatively impact metacognition (Byrne, 2013; Saricam et al.,2017)”
From Promoting metacognition in an allied health anatomy course (2023) · cites this paper as Byrne, 2013
Mental workload is a multidimensional concept reflecting work behaviour, effort and performance in complex and dynamic situations.
“mental workload is a multidimensional concept reflecting work behaviour, effort and performance in complex and dynamic situations [17]”
From Workflow interruption and nurses’ mental workload in electronic health record tasks: An observational study (2023) · cites this paper as [17]
Cites
The magical number seven, plus or minus two: Some limits on our capacity for processing information.
Miller, G. A. (1956) · Psychological Review · doi:10.1037/h0043158 · Cited by 17,812 · see citing works
The magical number seven, plus or minus two: Some limits on our capacity for processing information.
Miller, G. A. (1994) · Psychological Review · doi:10.1037/0033-295x.101.2.343 · Cited by 17,469 · see citing works
Defining and Assessing Professional Competence
Epstein, R. M. (2002) · JAMA · doi:10.1001/jama.287.2.226 · Cited by 3,114 · see citing works
Multiple Resources and Mental Workload
Wickens, C. D. (2008) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872008x288394 · Cited by 2,164 · see citing works
CONTEXT‐DEPENDENT MEMORY IN TWO NATURAL ENVIRONMENTS: ON LAND AND UNDERWATER
Godden, D., & Baddeley, A. (1975) · British Journal of Psychology · doi:10.1111/j.2044-8295.1975.tb01468.x · Cited by 1,717 · see citing works
Cognitive load theory in health professional education: design principles and strategies
Van Merriënboer, J. J. G., & Sweller, J. (2010) · Medical Education · doi:10.1111/j.1365-2923.2009.03498.x · Cited by 1,511 · see citing works
The Magical Mystery Four: How Is Working Memory Capacity Limited, and Why?
Cowan, N. (2010) · Current Directions in Psychological Science · doi:10.1177/0963721409359277 · Cited by 1,255 · see citing works
Schemas and Memory Consolidation.
Tse, D., Langston, R. F., Kakeyama, M., Bethus, I., Spooner, P. A., Wood, E. R., Witter, M. P., & Morris, R. G. M. (2007) · Science · doi:10.1126/science.1135935 · Cited by 1,244 · see citing works
Research in clinical reasoning: past history and current trends
Norman, G. (2005) · Medical Education · doi:10.1111/j.1365-2929.2005.02127.x · Cited by 1,018 · see citing works
What every teacher needs to know about clinical reasoning
Eva, K. W. (2004) · Medical Education · doi:10.1111/j.1365-2929.2004.01972.x · Cited by 939 · see citing works
How expertise develops in medicine: knowledge encapsulation and illness script formation
Schmidt, H. G., & Rikers, R. M. J. P. (2007) · Medical Education · doi:10.1111/j.1365-2923.2007.02915.x · Cited by 619 · see citing works
Knowledge based solution strategies in medical reasoning
Patel, V. L., & Groen, G. J. (1986) · Cognitive Science · doi:10.1016/s0364-0213(86)80010-6 · Cited by 500 · see citing works
Using mobile telephones: cognitive workload and attention resource allocation
Patten, C., Kircher, A., Östlund, J., et al. (2003) · Accident Analysis & Prevention · doi:10.1016/s0001-4575(03)00014-9 · Cited by 458 · see citing works
Scripts and clinical reasoning
Charlin, B., Boshuizen, H. P. A., Custers, E. J. F. M., & Feltovich, P. J. (2007) · Medical Education · doi:10.1111/j.1365-2923.2007.02924.x · Cited by 444 · see citing works
Knowledge Based Solution Strategies in Medical Reasoning
Patel, V. L., & Groen, G. J. (1986) · Cognitive Science · doi:10.1207/s15516709cog1001_4 · Cited by 429 · see citing works
Albanese, M. (2000) · Medical Education · doi:10.1046/j.1365-2923.2000.00753.x · Cited by 418 · see citing works
McVee, M. B., Dunsmore, K., & Gavelek, J. R. (2005) · Review of Educational Research · doi:10.3102/00346543075004531 · Cited by 405 · see citing works
Non‐analytical models of clinical reasoning: the role of experience
Norman, G. R., Young, M. E., & Brooks, L. R. (2007) · Medical Education · doi:10.1111/j.1365-2923.2007.02914.x · Cited by 404 · see citing works
Pelaccia, T., Tardif, J., Triby, E., & Charlin, B. (2011) · Medical Education Online · doi:10.3402/meo.v16i0.5890 · Cited by 395 · see citing works
Mamede, S., van Gog, T., van den Berge, K., Rikers, R. M. J. P., van Saase, J. L. C. M., van Guldener, C., & Schmidt, H. G. (2010) · JAMA · doi:10.1001/jama.2010.1276 · Cited by 374 · see citing works
Yurko, Y. Y., Scerbo, M. W., Prabhu, A. S., Acker, C. E., & Stefanidis, D. (2010) · Simulation in Healthcare: The Journal of the Society for Simulation in Healthcare · doi:10.1097/sih.0b013e3181e3f329 · Cited by 328 · see citing works
Mental workload when driving in a simulator: Effects of age and driving complexity
Cantin, V., Lavallière, M., Simoneau, M., & Teasdale, N. (2009) · Accident Analysis & Prevention · doi:10.1016/j.aap.2009.03.019 · Cited by 288 · see citing works
Ericsson, K. A. (2007) · Medical Education · doi:10.1111/j.1365-2923.2007.02946.x · Cited by 271 · see citing works
Science is fundamental: the role of biomedical knowledge in clinical reasoning
Woods, N. N. (2007) · Medical Education · doi:10.1111/j.1365-2923.2007.02911.x · Cited by 263 · see citing works
Assessing Mental Workload During Laparoscopic Surgery
Carswell, C. M., Clarke, D., & Seales, W. B. (2005) · Surgical Innovation · doi:10.1177/155335060501200112 · Cited by 198 · see citing works
Chunking models of expertise: implications for education
Gobet, F. R. (2005) · Applied Cognitive Psychology · doi:10.1002/acp.1110 · Cited by 192 · see citing works
An Objective Methodology for Task Analysis and Workload Assessment in Anesthesia Providers
Weinger, M. B., Herndon, O. W., Zornow, M. H., Paulus, M. P., Gaba, D. M., & Dallen, L. T. (1994) · Anesthesiology · doi:10.1097/00000542-199401000-00015 · Cited by 180 · see citing works
Stefanidis, D., Korndorffer, J. R., Black, F. W., et al. (2006) · Surgery · doi:10.1016/j.surg.2006.04.002 · Cited by 155 · see citing works
Cognitive metaphors of expertise and knowledge: prospects and limitations for medical education
Mylopoulos, M., & Regehr, G. (2007) · Medical Education · doi:10.1111/j.1365-2923.2007.02912.x · Cited by 154 · see citing works
Mental Work-load as a Function of Demand, Capacity, Strategy and Skill
Welford, A. T. (1978) · Ergonomics · doi:10.1080/00140137808931710 · Cited by 110 · see citing works
Mamede, S., Schmidt, H. G., Rikers, R. M. J. P., Penaforte, J. C., & Coelho-Filho, J. M. (2007) · Medical Education · doi:10.1111/j.1365-2923.2007.02921.x · Cited by 104 · see citing works
Measuring the Workload of the Anesthesiologist
Gaba, D. M., & Lee, T. W.-H. (1990) · Anesthesia & Analgesia · doi:10.1213/00000539-199010000-00006 · Cited by 98 · see citing works
Positive effects of electronic patient records on three clinical activities
Hertzum, M., & Simonsen, J. (2008) · Int. J. Medical Informatics · doi:10.1016/j.ijmedinf.2008.03.006 · Cited by 76 · see citing works
Stefanidis, D., Haluck, R. S., Pham, T., et al. (2006) · Surgical Endoscopy · doi:10.1007/s00464-006-9112-9 · Cited by 72 · see citing works
Charness, N. H., & Tuffiash, M. (2008) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872008x312206 · Cited by 64 · see citing works
A novel method of measuring the mental workload of anaesthetists during simulated practice
Davis, D. H. J., Oliver, M., & Byrne, A. J. (2009) · British Journal of Anaesthesia · doi:10.1093/bja/aep268 · Cited by 63 · see citing works
Self-citationNovel method of measuring the mental workload of anaesthetists during clinical practice
Byrne, A. J., Oliver, M. D., Bodger, O. G., Barnett, W. A., Williams, D. M., Jones, H., & Murphy, A. (2010) · British Journal of Anaesthesia · doi:10.1093/bja/aeq240 · Cited by 63 · see citing works
Self-citationThe effect of presentation order in clinical decision making
Cunnington, J. P. W., Turnbull, J., Regehr, G., et al. (1997) · Academic Medicine · doi:10.1097/00001888-199710001-00014 · Cited by 60 · see citing works
Sah, S., & Loewenstein, G. F. (2010) · JAMA · doi:10.1001/jama.2010.1310 · Cited by 55 · see citing works
A Measure of Physician Mental Work Load in Internal Medicine Ambulatory Care Clinics
Bertram, D. A., Hershey, C. H. O., Opila, D. A., et al. (1990) · Medical Care · doi:10.1097/00005650-199005000-00005 · Cited by 51 · see citing works
THE MAGICAL NUMBER THREE-PLUS OR MINUS ZERO
WARFIELD, J. N. (1988) · Cybernetics & Systems · doi:10.1080/01969728808902173 · Cited by 49 · see citing works
Byrne, A. J., Sellen, A. J., & Jones, J. G. (1998) · British Journal of Anaesthesia · doi:10.1093/bja/80.1.58 · Cited by 48 · see citing works
Self-citationRuiter, D. J., van Kesteren, M. T. R., & Fernández, G. (2010) · Advances in Health Sciences Education · doi:10.1007/s10459-010-9244-5 · Cited by 45 · see citing works
Wester, M. R., & KRUMPERMAN, L. W. (1958) · Clinical Obstetrics & Gynecology · doi:10.1097/00003081-195812000-00011 · Cited by 40 · see citing works
Role of clinical context in residents’ physical examination diagnostic accuracy
Sibbald, M., Panisko, D. M., & Cavalcanti, R. B. (2011) · Medical Education · doi:10.1111/j.1365-2923.2010.03896.x · Cited by 35 · see citing works
Alberdi, E., Becher, J., Gilhooly, K. J., Jim Hunter, A., Logie, R. H., Lyon, A., McIntosh, N., & Reiss, J. (2001) · International Journal of Human-Computer Studies · doi:10.1006/ijhc.2001.0477 · Cited by 35 · see citing works
(2012) · Wilderness and Environmental Medicine · doi:10.1016/j.wem.2012.08.010 · Cited by 23 · see citing works
Found in translation: the impact of familiar symptom descriptions on diagnosis in novices
Young, M. E., Brooks, L. R., & Norman, G. R. (2007) · Medical Education · doi:10.1111/j.1365-2923.2007.02913.x · Cited by 22 · see citing works
Larsen, J.-H. (1997) · Family Practice · doi:10.1093/fampra/14.5.387 · Cited by 12 · see citing works
How do Iranian emergency doctors decide? Clinical decision making processes in practice
Ghafouri, H. B., Shokraneh, F., Saidi, H., et al. (2011) · Emergency Medicine Journal · doi:10.1136/emj.2010.108852 · Cited by 9 · see citing works
Cognitive load during computed-tomography interpretation
Beard, D. V., Hemminger, B. M., Denelsbeck, K. M., Brown, P. H., & Johnston, R. E. (1994) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.171734 · Cited by 4 · see citing works
Stefanidis, D., Korndorffer, J. R., & Scott, D. J. (2007) · Surgery · doi:10.1016/j.surg.2007.01.027 · Cited by 4 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Shan, Y., Shang, J., Yan, Y., & Ye, X. (2023) · BMC Nursing · doi:10.1186/s12912-023-01209-9 · Cited by 79 · see citing works
Beldhuis, I. E., Marapin, R. S., Jiang, Y. Y., Simões de Souza, N. F., Georgiou, A., Kaufmann, T., Castela Forte, J., & van der Horst, I. C. C. (2021) · Journal of Critical Care · doi:10.1016/j.jcrc.2021.04.012 · Cited by 58 · see citing works
Promoting metacognition in an allied health anatomy course
Cale, A. S., Hoffman, L. A., & McNulty, M. A. (2023) · Anatomical Sciences Education · doi:10.1002/ase.2218 · Cited by 35 · see citing works
“…complex clinical scenarios, experienced clinicians consistently relied on their metacognitive skills to identify relevant details and adapt their basic science knowledge into an appropriate clinical decision, whereas novices relied more heavily on predetermined treatment routines (Byrne, 2013).”
Background
- Authors
- Byrne, A.
- Affiliations
- Cardiff University (GB)
- Corresponding author
- Byrne, Aidan
- ORCID
- Byrne, Aidan
- Venue
- Advances in Health Sciences Education
- Published
- 2012-03-13
- Volume
- 18
- Issue
- 3
- Pages
- 537-545
- ISSN
- 1382-4996 (ISSN-L)
- 1573-1677
- OpenAlex
- W2074050068
- Cited by
- 47
- References
- 52
- Citations by year
- 2026: 1 · 2025: 1 · 2024: 3 · 2023: 6 · 2022: 4 · 2021: 7 · 2020: 2 · 2019: 1 · 2018: 3 · 2017: 3 · 2016: 3 · 2015: 3 · 2014: 5 · 2013: 3 · 2012: 2
- FWCI
- 3.59
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Advances in Health Sciences Education (publishedVersion)
- PubMed (publishedVersion)
- ORCA Online Research @Cardiff (Cardiff University) (submittedVersion)
- Topics
- Health Sciences › Medicine › Family Practice › Clinical Reasoning and Diagnostic Skills
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Health Sciences › Health Professions › General Health Professions › Health Sciences Research and Education
- Keywords
- mental workload, clinical decision-making, dual-process theory, script theory, schema theory, cognitive processes, time pressure, conscious processing, hypothetico-deductive method
- MeSH terms
- Clinical Competence, Cognition, Decision Making, Education, Medical, Humans, Physicians
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review