More and more, researchers integrate generative artificial intelligence (GenAI) tools into their research workflows, including large language models, image generation systems, and code generation platforms. Many journals and institutions now require disclosure of GenAI use in research, but disclosure alone provides insufficient information to enable effective peer review, reproducibility efforts, or methodological evaluation. For example, the review underpinning the CHART reporting guideline found that just one of 137 chatbot health advice studies fully described the model version under evaluation. This Interest Group exists...