6 papers
A governance horizon for ethical-use constraints in open-weight AI models
Weiwei Xu, Hengzhi Ye, Haoran Ye +3
Ethical constraints on open-weight AI models are both a reflection of societal concerns and a foundation for AI governance policy. They are expected to propagate to downstream deri…
RadAnnotate: Large Language Models for Efficient and Reliable Radiology Report Annotation
Saisha Pradeep Shetty, Roger Eric Goldman, Vladimir Filkov
Radiology report annotation is essential for clinical NLP, yet manual labeling is slow and costly. We present RadAnnotate, an LLM-based framework that studies retrieval-augmented s…
MammoWise: Multi-Model Local RAG Pipeline for Mammography Report Generation
Raiyan Jahangir, Nafiz Imtiaz Khan, Amritanand Sudheerkumar +1
Screening mammography is high volume, time sensitive, and documentation heavy. Radiologists must translate subtle visual findings into consistent BI-RADS assessments, breast densit…
Multi-Ecosystem Modeling of OSS Project Sustainability
Arjun Ashok, Nafiz Imtiaz Khan, Swati Singhvi +3
Many OSS projects join foundations such as Apache, Eclipse, and OSGeo, to aid their immediate plans and improve long-term prospects by getting governance advice, incubation support…
Leveraging Language Models to Discover Evidence-Based Actions for OSS Sustainability
Nafiz Imtiaz Khan, Vladimir Filkov
When successful, Open Source Software (OSS) projects create enormous value, but most never reach a sustainable state. Recent work has produced accurate models that forecast OSS sus…
Intelligent Documentation in Medical Education: Can AI Replace Manual Case Logging?
Nafiz Imtiaz Khan, Kylie Cleland, Vladimir Filkov +1
Procedural case logs are a core requirement in radiology training, yet they are time-consuming to complete and prone to inconsistency when authored manually. This study investigate…