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Updated: Jan 10, 2026

Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques
Published on: June 30, 2020
Prior text-based learning enhances the benefits of simulation-based learning on confidence and long-term recall
Angélique Lebert1,2, Óscar Vilarroya3,4
1Unitat de Recerca en Neurociència Cognitiva, Departament de Psiquiatria I Medicina Legal, Universitat Autònoma de Barcelona, Barcelona, Spain.
Simulation-based learning (SBL) improved accuracy and speed compared to text-based learning. Instructional order and individual imagery skills influenced learning outcomes, with SBL enhancing confidence-accuracy calibration.
Area of Science:
- Educational Psychology
- Medical Education
Background:
- Simulation-based learning (SBL) is prevalent in medical and STEM fields, but its distinct learning impact is often unclear.
- Prior research often struggles to isolate SBL's unique contribution to learning outcomes.
Purpose of the Study:
- To compare the effectiveness of SBL versus structured text for learning fictitious clinical cases in adults.
- To investigate the influence of instructional order and individual imagery ability on learning outcomes.
- To assess the impact of SBL on confidence-accuracy calibration.
Main Methods:
- A randomized, counterbalanced mixed design study with 88 naïve adult participants.
- Learning occurred via live standardized-patient simulation or structured text, with matched content and exposure time.
- Evaluations of accuracy, reaction time, and confidence were conducted one month post-learning.
Main Results:
- Simulation-based learning (SBL) resulted in faster responses and higher accuracy than text-based learning.
- An order effect was observed: prior text learning enhanced subsequent SBL accuracy, but not vice versa.
- Individual imagery ability positively correlated with accuracy, particularly in the text condition.
- Participants reported higher absolute confidence after SBL, with improved confidence-accuracy alignment.
Conclusions:
- Both SBL and text facilitate durable learning, with effectiveness influenced by instructional sequence and individual differences in imagery.
- SBL offers advantages in response speed, accuracy, and confidence-accuracy calibration compared to text-based learning.
- Understanding these factors is crucial for optimizing educational strategies in clinical settings.
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