Aworinde, H.O. 2025. AI-based early warning mechanism for poultry farms: Evaluating acoustic signal algorithms for bird health and sustainable production. International Journal of Innovative Research and Scientific Studies. 8, 12 (Dec. 2025), 108–117. DOI:https://doi.org/10.53894/ijirss.v8i12.11019.