ICC-Based Projection of IRT/MIRT Response Functions Into DINA-Style Diagnostic Summaries

Assessments calibrated under item response theory are often expected to support diagnostic reporting, though their parameters differ from diagnostic classification models. This study introduces a projection procedure that summarizes continuous response functions into diagnostic metrics based on explicit reference distributions and mastery thresholds. These metrics—the projected nonmaster success summary, projected master success summary, and projected separation index—are conditional averages over defined mastery regions rather than portable parameters. Simulations and an empirical application show strong item-level agreement with recalibrated diagnostic models, while downstream classification showed varying sensitivity across calibration contrasts. Under a fixed reference distribution and threshold system, the projected separation index provided a conditional item-screening criterion and supported targeted warning-flag review.

Authors

Institutions

Publication Details

Journal
Applied Psychological Measurement
Published
2026-09-09
DOI
https://doi.org/10.1177/01466216261487591
Primary Topic
Psychometric Methodologies and Testing
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

ICC-Based Projection of IRT/MIRT Response Functions Into DINA-Style Diagnostic Summaries

Tien‐Yu Hsieh
Applied Psychological Measurement
Psychometric Methodologies and Testing
article

ICC-Based Projection of IRT/MIRT Response Functions Into DINA-Style Diagnostic Summaries

Tien‐Yu Hsieh
article en

Abstract

Assessments calibrated under item response theory are often expected to support diagnostic reporting, though their parameters differ from diagnostic classification models. This study introduces a projection procedure that summarizes continuous response functions into diagnostic metrics based on explicit reference distributions and mastery thresholds. These metrics—the projected nonmaster success summary, projected master success summary, and projected separation index—are conditional averages over defined mastery regions rather than portable parameters. Simulations and an empirical application show strong item-level agreement with recalibrated diagnostic models, while downstream classification showed varying sensitivity across calibration contrasts. Under a fixed reference distribution and threshold system, the projected separation index provided a conditional item-screening criterion and supported targeted warning-flag review.

Applied Psychological Measurement
National Chiayi University (TW)
Openalex Percentile: Top 6%
Psychometric Methodologies and Testing
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

ICC-Based Projection of IRT/MIRT Response Functions Into DINA-Style Diagnostic Summaries — Tien‐Yu Hsieh · Applied Psychological Measurement (2026) | TGRS Research Map | TGRS