As replication failures and data scandals plague scientific publishing, researchers must sharpen their critical evaluation skills. This guide distills four warning signs of unreliable papers—fraudulent data, insufficient samples, analytical malpractice, and overreaching conclusions—into actionable checks for technical professionals navigating today's research landscape.