Cyber information influence, or disinformation, is a significant threat to social progress and government stability.ML techniques, including traditional ML algorithms and deep learning models, are being used to detect disinformation in online media.A two-stage meta-analysis was conducted to assess the effectiveness of ML models in detecting disinformation.The majority of the ML detection techniques sampled achieved over 80% accuracy, with a mean sample effectiveness of 79.18% accuracy.