A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies. - Shirley V. Wang; Georg Hahn; Sushama Kattinakere Sreedhara; Mufaddal Mahesri; Haritha S. Pillai; Rajendra Aldis; Joyce Lii; Sarah K. Dutcher; Rhoda Eniafe; Jamal T. Jones; Keewan Kim; Jiwei He; et al. (CoRR, 2025)