AI Medical Compendium Journal:
Educational and psychological measurement

Showing 1 to 9 of 9 articles

Multimodal Data Fusion to Detect Preknowledge Test-Taking Behavior Using Machine Learning.

Educational and psychological measurement
In various fields, including college admission, medical board certifications, and military recruitment, high-stakes decisions are frequently made based on scores obtained from large-scale assessments. These decisions necessitate precise and reliable ...

An Ensemble Learning Approach Based on TabNet and Machine Learning Models for Cheating Detection in Educational Tests.

Educational and psychological measurement
The pervasive issue of cheating in educational tests has emerged as a paramount concern within the realm of education, prompting scholars to explore diverse methodologies for identifying potential transgressors. While machine learning models have bee...

Can People With Higher Versus Lower Scores on Impression Management or Self-Monitoring Be Identified Through Different Traces Under Faking?

Educational and psychological measurement
According to faking models, personality variables and faking are related. Most prominently, people's tendency to try to make an appropriate impression (impression management; IM) and their tendency to adjust the impression they make (self-monitoring;...

Iterative Item Selection of Neighborhood Clusters: A Nonparametric and Non-IRT Method for Generating Miniature Computer Adaptive Questionnaires.

Educational and psychological measurement
The questionnaire method has always been an important research method in psychology. The increasing prevalence of multidimensional trait measures in psychological research has led researchers to use longer questionnaires. However, questionnaires that...

Artificial Neural Networks for Short-Form Development of Psychometric Tests: A Study on Synthetic Populations Using Autoencoders.

Educational and psychological measurement
Short-form development is an important topic in psychometric research, which requires researchers to face methodological choices at different steps. The statistical techniques traditionally used for shortening tests, which belong to the so-called exp...

The Effect of Estimation Methods on SEM Fit Indices.

Educational and psychological measurement
We examined the effect of estimation methods, maximum likelihood (ML), unweighted least squares (ULS), and diagonally weighted least squares (DWLS), on three population SEM (structural equation modeling) fit indices: the root mean square error of app...

Using Latent Semantic Analysis to Score Short Answer Constructed Responses: Automated Scoring of the Consequences Test.

Educational and psychological measurement
Automated scoring based on Latent Semantic Analysis (LSA) has been successfully used to score essays and constrained short answer responses. Scoring tests that capture open-ended, short answer responses poses some challenges for machine learning appr...

The Impact of Model Parameterization and Estimation Methods on Tests of Measurement Invariance With Ordered Polytomous Data.

Educational and psychological measurement
Evaluations of measurement invariance provide essential construct validity evidence-a prerequisite for seeking meaning in psychological and educational research and ensuring fair testing procedures in high-stakes settings. However, the quality of suc...

Investigating Approaches to Estimating Covariate Effects in Growth Mixture Modeling: A Simulation Study.

Educational and psychological measurement
Researchers continue to be interested in efficient, accurate methods of estimating coefficients of covariates in mixture modeling. Including covariates related to the latent class analysis not only may improve the ability of the mixture model to clea...