ArticlePsychometrika2024
Polytomous Effectiveness Indicators in Complex Problem-Solving Tasks and Their Applications in Developing Measurement Model.
Article in Psychometrika, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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Who cites it
3 citing papers in PubMed.
- A transition evaluation model with probability-based effectiveness indicators-a new measurement model for problem-solving process data.Behavior research methods · 2026Article
- Leveraging Distance-Based Effectiveness Indicators for Enhanced Behavioral Pattern Discovery in Complex Problem-Solving Assessment.Behavioral sciences (Basel, Switzerland) · 2026Article
- Assessing multiple abilities through process data in computer-based assessments: The multidimensional sequential response model (MSRM).Behavior research methods · 2025Article
Corrections and comments
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Authors and funding
2 authors.
Funding
Abstract
Recent years have witnessed the emergence of measurement models for analyzing action sequences in computer-based problem-solving interactive tasks. The cutting-edge psychometrics process models require pre-specification of the effectiveness of state transitions often simplifying them into dichotomous indicators. However, the dichotomous effectiveness becomes impractical when dealing with complex tasks that involve multiple optimal paths and numerous state transitions. Building on the concept of problem-solving, we introduce polytomous indicators to assess the effectiveness of problem states
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.