Thrive or overload? The effect of task complexity on novices' simulation-based learning.
Saved in:
| Title: | Thrive or overload? The effect of task complexity on novices' simulation-based learning. |
|---|---|
| Authors: | Haji, Faizal A, Cheung, Jeffrey J H, Woods, Nicole, Regehr, Glenn, Ribaupierre, Sandrine, Dubrowski, Adam |
| Source: | Medical Education. Sep2016, Vol. 50 Issue 9, p955-968. 14p. |
| Subjects: | Ability, Analysis of variance, Cognition, Computer simulation, Statistical correlation, Education research, Fisher exact test, Human anatomical models, Learning, Longitudinal method, Case studies, Medical schools, Medical students, Study & teaching of medicine, Memory, Health outcome assessment, Probability theory, Questionnaires, Reaction time, Research evaluation, Research funding, Statistical sampling, Scale analysis (Psychology), School environment, Lumbar puncture, Rating of students, T-test (Statistics), Transfer of training, Training, Statistical power analysis, Task performance, Effect sizes (Statistics), Inter-observer reliability, Data analysis software, Descriptive statistics, Intraclass correlation |
| Geographic Terms: | Ontario |
| Abstract: | Context Fidelity is widely viewed as an important element of simulation instructional design based on its purported relationship with transfer of learning. However, higher levels of fidelity may increase task complexity to a point at which novices' cognitive resources become overloaded. Objectives In this experiment, we investigate the effects of variations in task complexity on novices' cognitive load and learning during simulation-based procedural skills training. Methods Thirty-eight medical students were randomly assigned to simulation training on a simple or complex lumbar puncture ( LP) task. Participants completed four practice trials on this task (skill acquisition). After 10 days of rest, all participants completed one additional trial on their assigned task (retention) and one trial on a 'very complex' simulation designed to be similar to the complex task (transfer). We assessed LP performance and cognitive load on each trial using multiple measures. Results In both groups, LP performance improved significantly during skill acquisition (p ≤ 0.047, f = 0.29-0.96) and was maintained at retention. The simple task group demonstrated superior performance compared with the complex task group throughout these phases (p ≤ 0.002, d = 1.13-2.31). Cognitive load declined significantly in the simple task group (p < 0.009, f = 0.48-0.76), but not in the complex task group during skill acquisition, and remained lower at retention (p ≤ 0.024, d = 0.78-1.39). Between retention and transfer, LP performance declined and cognitive load increased in the simple task group, whereas both remained stable in the complex task group. At transfer, no group differences were observed in LP performance and cognitive load, except that the simple task group made significantly fewer breaches of sterility (p = 0.023, d = 0.80). Conclusions Reduced task complexity was associated with superior LP performance and lower cognitive load during skill acquisition and retention, but mixed results on transfer to a more complex task. These results indicate that task complexity is an important factor that may mediate (via cognitive overload) the relationship between instructional design elements (e.g. fidelity) and simulation-based learning outcomes. [ABSTRACT FROM AUTHOR] |
| Copyright of Medical Education is the property of Wiley-Blackwell and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Psychology and Behavioral Sciences Collection |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
|---|---|
| Header | DbId: pbh DbLabel: Psychology and Behavioral Sciences Collection An: 117672505 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
| IllustrationInfo | |
| Items | – Name: Title Label: Title Group: Ti Data: Thrive or overload? The effect of task complexity on novices' simulation-based learning. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Haji%2C+Faizal+A%22">Haji, Faizal A</searchLink><br /><searchLink fieldCode="AR" term="%22Cheung%2C+Jeffrey+J+H%22">Cheung, Jeffrey J H</searchLink><br /><searchLink fieldCode="AR" term="%22Woods%2C+Nicole%22">Woods, Nicole</searchLink><br /><searchLink fieldCode="AR" term="%22Regehr%2C+Glenn%22">Regehr, Glenn</searchLink><br /><searchLink fieldCode="AR" term="%22Ribaupierre%2C+Sandrine%22">Ribaupierre, Sandrine</searchLink><br /><searchLink fieldCode="AR" term="%22Dubrowski%2C+Adam%22">Dubrowski, Adam</searchLink> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Medical+Education%22">Medical Education</searchLink>. Sep2016, Vol. 50 Issue 9, p955-968. 14p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Ability%22">Ability</searchLink><br /><searchLink fieldCode="DE" term="%22Analysis+of+variance%22">Analysis of variance</searchLink><br /><searchLink fieldCode="DE" term="%22Cognition%22">Cognition</searchLink><br /><searchLink fieldCode="DE" term="%22Computer+simulation%22">Computer simulation</searchLink><br /><searchLink fieldCode="DE" term="%22Statistical+correlation%22">Statistical correlation</searchLink><br /><searchLink fieldCode="DE" term="%22Education+research%22">Education research</searchLink><br /><searchLink fieldCode="DE" term="%22Fisher+exact+test%22">Fisher exact test</searchLink><br /><searchLink fieldCode="DE" term="%22Human+anatomical+models%22">Human anatomical models</searchLink><br /><searchLink fieldCode="DE" term="%22Learning%22">Learning</searchLink><br /><searchLink fieldCode="DE" term="%22Longitudinal+method%22">Longitudinal method</searchLink><br /><searchLink fieldCode="DE" term="%22Case+studies%22">Case studies</searchLink><br /><searchLink fieldCode="DE" term="%22Medical+schools%22">Medical schools</searchLink><br /><searchLink fieldCode="DE" term="%22Medical+students%22">Medical students</searchLink><br /><searchLink fieldCode="DE" term="%22Study+%26+teaching+of+medicine%22">Study & teaching of medicine</searchLink><br /><searchLink fieldCode="DE" term="%22Memory%22">Memory</searchLink><br /><searchLink fieldCode="DE" term="%22Health+outcome+assessment%22">Health outcome assessment</searchLink><br /><searchLink fieldCode="DE" term="%22Probability+theory%22">Probability theory</searchLink><br /><searchLink fieldCode="DE" term="%22Questionnaires%22">Questionnaires</searchLink><br /><searchLink fieldCode="DE" term="%22Reaction+time%22">Reaction time</searchLink><br /><searchLink fieldCode="DE" term="%22Research+evaluation%22">Research evaluation</searchLink><br /><searchLink fieldCode="DE" term="%22Research+funding%22">Research funding</searchLink><br /><searchLink fieldCode="DE" term="%22Statistical+sampling%22">Statistical sampling</searchLink><br /><searchLink fieldCode="DE" term="%22Scale+analysis+%28Psychology%29%22">Scale analysis (Psychology)</searchLink><br /><searchLink fieldCode="DE" term="%22School+environment%22">School environment</searchLink><br /><searchLink fieldCode="DE" term="%22Lumbar+puncture%22">Lumbar puncture</searchLink><br /><searchLink fieldCode="DE" term="%22Rating+of+students%22">Rating of students</searchLink><br /><searchLink fieldCode="DE" term="%22T-test+%28Statistics%29%22">T-test (Statistics)</searchLink><br /><searchLink fieldCode="DE" term="%22Transfer+of+training%22">Transfer of training</searchLink><br /><searchLink fieldCode="DE" term="%22Training%22">Training</searchLink><br /><searchLink fieldCode="DE" term="%22Statistical+power+analysis%22">Statistical power analysis</searchLink><br /><searchLink fieldCode="DE" term="%22Task+performance%22">Task performance</searchLink><br /><searchLink fieldCode="DE" term="%22Effect+sizes+%28Statistics%29%22">Effect sizes (Statistics)</searchLink><br /><searchLink fieldCode="DE" term="%22Inter-observer+reliability%22">Inter-observer reliability</searchLink><br /><searchLink fieldCode="DE" term="%22Data+analysis+software%22">Data analysis software</searchLink><br /><searchLink fieldCode="DE" term="%22Descriptive+statistics%22">Descriptive statistics</searchLink><br /><searchLink fieldCode="DE" term="%22Intraclass+correlation%22">Intraclass correlation</searchLink> – Name: SubjectGeographic Label: Geographic Terms Group: Su Data: <searchLink fieldCode="DE" term="%22Ontario%22">Ontario</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: Context Fidelity is widely viewed as an important element of simulation instructional design based on its purported relationship with transfer of learning. However, higher levels of fidelity may increase task complexity to a point at which novices' cognitive resources become overloaded. Objectives In this experiment, we investigate the effects of variations in task complexity on novices' cognitive load and learning during simulation-based procedural skills training. Methods Thirty-eight medical students were randomly assigned to simulation training on a simple or complex lumbar puncture ( LP) task. Participants completed four practice trials on this task (skill acquisition). After 10 days of rest, all participants completed one additional trial on their assigned task (retention) and one trial on a 'very complex' simulation designed to be similar to the complex task (transfer). We assessed LP performance and cognitive load on each trial using multiple measures. Results In both groups, LP performance improved significantly during skill acquisition (p ≤ 0.047, f = 0.29-0.96) and was maintained at retention. The simple task group demonstrated superior performance compared with the complex task group throughout these phases (p ≤ 0.002, d = 1.13-2.31). Cognitive load declined significantly in the simple task group (p < 0.009, f = 0.48-0.76), but not in the complex task group during skill acquisition, and remained lower at retention (p ≤ 0.024, d = 0.78-1.39). Between retention and transfer, LP performance declined and cognitive load increased in the simple task group, whereas both remained stable in the complex task group. At transfer, no group differences were observed in LP performance and cognitive load, except that the simple task group made significantly fewer breaches of sterility (p = 0.023, d = 0.80). Conclusions Reduced task complexity was associated with superior LP performance and lower cognitive load during skill acquisition and retention, but mixed results on transfer to a more complex task. These results indicate that task complexity is an important factor that may mediate (via cognitive overload) the relationship between instructional design elements (e.g. fidelity) and simulation-based learning outcomes. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Medical Education is the property of Wiley-Blackwell and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=pbh&AN=117672505 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1111/medu.13086 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 14 StartPage: 955 Subjects: – SubjectFull: Ability Type: general – SubjectFull: Analysis of variance Type: general – SubjectFull: Cognition Type: general – SubjectFull: Computer simulation Type: general – SubjectFull: Statistical correlation Type: general – SubjectFull: Education research Type: general – SubjectFull: Fisher exact test Type: general – SubjectFull: Human anatomical models Type: general – SubjectFull: Learning Type: general – SubjectFull: Longitudinal method Type: general – SubjectFull: Case studies Type: general – SubjectFull: Medical schools Type: general – SubjectFull: Medical students Type: general – SubjectFull: Study & teaching of medicine Type: general – SubjectFull: Memory Type: general – SubjectFull: Health outcome assessment Type: general – SubjectFull: Probability theory Type: general – SubjectFull: Questionnaires Type: general – SubjectFull: Reaction time Type: general – SubjectFull: Research evaluation Type: general – SubjectFull: Research funding Type: general – SubjectFull: Statistical sampling Type: general – SubjectFull: Scale analysis (Psychology) Type: general – SubjectFull: School environment Type: general – SubjectFull: Lumbar puncture Type: general – SubjectFull: Rating of students Type: general – SubjectFull: T-test (Statistics) Type: general – SubjectFull: Transfer of training Type: general – SubjectFull: Training Type: general – SubjectFull: Statistical power analysis Type: general – SubjectFull: Task performance Type: general – SubjectFull: Effect sizes (Statistics) Type: general – SubjectFull: Inter-observer reliability Type: general – SubjectFull: Data analysis software Type: general – SubjectFull: Descriptive statistics Type: general – SubjectFull: Intraclass correlation Type: general – SubjectFull: Ontario Type: general Titles: – TitleFull: Thrive or overload? The effect of task complexity on novices' simulation-based learning. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Haji, Faizal A – PersonEntity: Name: NameFull: Cheung, Jeffrey J H – PersonEntity: Name: NameFull: Woods, Nicole – PersonEntity: Name: NameFull: Regehr, Glenn – PersonEntity: Name: NameFull: Ribaupierre, Sandrine – PersonEntity: Name: NameFull: Dubrowski, Adam IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 09 Text: Sep2016 Type: published Y: 2016 Identifiers: – Type: issn-print Value: 03080110 Numbering: – Type: volume Value: 50 – Type: issue Value: 9 Titles: – TitleFull: Medical Education Type: main |
| ResultId | 1 |