Machine learning is transforming clinical trial monitoring from slow, manual oversight into real-time, predictive decision-making. As decentralized designs, digital biomarkers, and regulatory expectations evolve, the industry is entering a new era where data integrity, responsiveness, and automation are no longer optional—they’re essential.

In clinical documentation, every word counts. One subtle yet powerful cognitive phenomenon that can shape how readers interpret and...