adhd {bnRep} | R Documentation |
adhd Bayesian Network
Description
Development of a computerized adaptive testing for ADHD using Bayesian networks: An attempt at classification.
Format
A discrete Bayesian network to classify ADHD symptom. Probabilities were given within the referenced paper. The vertices are:
- ADHD
ADHD symptom severity (No, Few, Moderate, Risk);
- Carelessness
Carelessness (Never, Sometimes, Often, Very Often);
- DifficultySustainingAttention
Difficulty sustaining attention in activities (Never, Sometimes, Often, Very Often);
- DoesntListen
Doesn't listen (Never, Sometimes, Often, Very Often);
- NoFollowThrough
No follow through (Never, Sometimes, Often, Very Often);
- CantOrganize
Can't organize (Never, Sometimes, Often, Very Often);
- AvoidsTasks
Avoids/dislikes tasks requiring sustained mental effort (Never, Sometimes, Often, Very Often);
- LosesItems
Loses important items (Never, Sometimes, Often, Very Often);
- EasilyDistractible
Easily distractible (Never, Sometimes, Often, Very Often);
- Forgetful
Forgetful in daily activities (Never, Sometimes, Often, Very Often);
- SquirmsAndFidgets
Squirms and fidgets (Never, Sometimes, Often, Very Often);
- CantStaySeated
Can't stay seated (Never, Sometimes, Often, Very Often);
- RunsExcessively
Runs/climbs excessively (Never, Sometimes, Often, Very Often);
- CantPlayQuietly
Can't play/work quietly (Never, Sometimes, Often, Very Often);
- OnTheGo
On the go, "driven by a motor" (Never, Sometimes, Often, Very Often);
- TalksExcessively
Talks excessively (Never, Sometimes, Often, Very Often);
- BlurtsOutAnswers
Blurts out answers (Never, Sometimes, Often, Very Often);
- CantWaitForTurn
Can't wait for turn (Never, Sometimes, Often, Very Often);
- IntrudesOthers
Intrudes/interrupts others (Never, Sometimes, Often, Very Often);
Value
An object of class bn.fit
. Refer to the documentation of bnlearn
for details.
References
Jiang, Z., Ma, W., Flory, K., Zhang, D., Zhou, W., Shi, D., ... & Liu, R. (2023). Development of a computerized adaptive testing for ADHD using Bayesian networks: An attempt at classification. Current Psychology, 42(22), 19230-19240.