Likelihood Ratios Given Activity-Level Propositions for DNA Transfer Evidence: Practical Implementation and Simulation Studies Using the HaloGen Engine (Part II)
This paper presents the practical implementation and simulation validation of the open-source HaloGen framework for calculating activity-level likelihood ratios from DNA transfer evidence, demonstrating how inter-laboratory variability and case-specific contextual assumptions critically influence evidential strength while proposing a minimum-effort calibration pathway for forensic laboratories.