Automatic Item Generation and Validation via Network-Integrated Evaluation
Overview
Automated psychological scale development and structural validation using large language models (LLMs) and network psychometric methods. Implements the AI-GENIE framework (Automatic Item Generation and Validation via Network-Integrated Evaluation) to generate candidate items, compute embedding representations, and estimate dimensional structure using Exploratory Graph Analysis (EGA). Item quality is evaluated using Unique Variable Analysis to identify redundant items and Bootstrap EGA to assess item and dimension stability. Supports both fully automated item generation and analysis of user-provided item sets, facilitating efficient, theory-informed measurement development prior to empirical data collection.
Install
Health
- OK13 OKNow
- OK6 OK2026-09-09
Documentation
- Help pages
- 104 (47 internal)includes a package overview page
- Examples that run
- 14%2 run in a plain check · 12 never run
- Exported functions with examples
- 80%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 5%
Downloads
Repository
- PRs merged (all time)
- 100%
- Median days to close, 50 most recently updated closed issues
- 2
- Median days to close, 50 most recently updated closed PRs
- 0
Stars over time
Forks over time
Issues over time
Commits over time
6 development-tooling and community-health practices detected across 4 families in the upstream repository
Checks run against github.com/laralee/aigenie on 2026-10-21.
GitHub Pages site last deployed 2026-10-06 · The repository has a site deploy workflow
pkgdown site last built 2026-10-06
Dependencies
Installing AIGENIE adds 140 packages (69 with compiled code, 120 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.
Code & Tests
Datasets
People & History
- 2.1.2Latest2026-09-08 · current release
- RR 4.6.0 released · 2026-04-24
Package metadata
- First published
- 2026-09-08
- Total releases
- 1 / 1 yrs
- License
- AGPL (>= 3) OSI
- Minimum R
- ≥ 3.6.0
- Bundled data
- 505 KB / 2 files
- Download size
- 863 KB
Cite
Cite this package
Run in R for the authors' entry:
citation("AIGENIE")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.32614/cran.package.aigenie, 10.3758/s13428-026-03082-1.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.