Author

Li-Feng Lin

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Review Open access Sep 2026

Reproducible study identification and selection in systematic reviews: barriers and paths forward

Abstract Systematic reviews are foundational to evidence-based practice, but the reproducibility and auditability of study identification and selection remain persistent challenges. Existing reporting standards, such as Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) 2020 and PRISMA-Search e...

Li-Feng Lin, Xing Xing, Chong Wu et al. · BMJ Open · 0 citations

#machine learning Preprint Aug 2026

Condition aware learning enables robust prediction of oligonucleotide melting behavior across diverse chemistries and assay conditions

This work provides a scalable framework for predicting oligonucleotide melting behavior across diverse chemistries and assay conditions, supporting more reliable molecular assay design and demonstrating that learned sequence representations can complement classical thermodynamic models by capturing context-dependent ef...

Danielle L. Ferreira, Li-Feng Lin, Adam Aslam et al. · 0 citations