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. 2024 Aug 29;24:943. doi: 10.1186/s12909-024-05698-3

Table 1.

Overview of outcome measures

Indicative of Derived from
Learning performance
 Accuracy Applied domain knowledge Points are added for correct interventions executed in the game and subtracted for harmful interventions. To attain a high score, the player must demonstrate knowledge of the interventions that are and are not indicated for this patients’ condition
 Speed (absolute) Strength of cognitive strategies Total time to scenario completion
 Speed (relative) Strength of cognitive strategies The relative time it has taken the player to perform critical actions required for all scenarios: attaching the monitor, applying oxygen, and introducing oneself to the patient
 Systematicity in approach a Cognitive strategies – knowing how to approach an unfamiliar problem Actions are labeled A, B, C, D, or E in chronological order. Using a Hidden Markov Model, a score ranging from 0 to 1 is calculated, indicating if the actions were performed in the appropriate order. The more the sequence resembles the correct order of A-B-C-D-E, the higher the score
Cognitive load
 Paas’ mental effort scale Questionnaire asking how much mental effort they invested in the task on a 1–9 scale, labeled from 1 = ‘very, very low mental effort’ to 9 = ‘very, very high mental effort’
Self-regulation
 Self-monitoring Number of times the player opens the checklist menu
 Help-seeking Number of times the player calls a medical specialist using the in-game telephone
Test performance
 Immediate test performance Live scenario-based skill assessment of the ABCDE approach
 Delayed test performance Live scenario-based skill assessment of the ABCDE approach
 Game engagement Questionnaire on participants’ experience using the game

aSystematicity was used as a learning performance outcome measure and as input for the adaptive scaffolding algorithm