Lustria, Mia Liza A.

Wang X, Ouyang H, Bhasuran B, Luo X, Hanna K, Lustria MLA, He Z. Lab-AI: Using retrieval augmentation to enhance language models for personalized lab test interpretation in clinical medicine. Proc (IEEE Int Conf Healthc Inform). 2025;2025:359-368. doi: 10.1109/ICHI64645.2025.00025. PMID: 41409767; PMCID: PMC12707499.

Kollapally NM, Geller J, Keloth VK, He Z, Xu J. Ontology enrichment using a large language model: Applying lexical, semantic, and knowledge network-based similarity for concept placement. J Biomed Inform. 2025 Aug;168:104865. doi: 10.1016/j.jbi.2025.104865. Epub 2025 Jun 19. PMID: 40543734.

He Z, Bhasuran B, Jin Q, Tian S, Hanna K, Shavor C, Arguello LG, Murray P, Lu Z. Quality of answers of generative large language models versus peer users for interpreting laboratory test results for lay patients: Evaluation study. J Med Internet Res. 2024 Apr 17;26:e56655. doi: 10.2196/56655. PMID: 38630520; PMCID: PMC11063893.

Han W, Bhasuran B, Muse VP, Brunak S, Lin L, Hanna K, Huang Y, Bian J, He Z.Assessing the seasonality of lab tests among patients with Alzheimer's disease and related dementias in OneFlorida Data Trust. AMIA Annu Symp Proc. 2025 May 22;2024:483-492. PMID: 40417579; PMCID: PMC12099435.

Lustria MLA, Aliche O, Killian MO, He Z. Enhancing patient engagement and understanding: Is providing direct access to laboratory results through patient portals adequate? JAMIA Open. 2025 Mar 24;8(2):ooaf009. doi: 10.1093/jamiaopen/ooaf009. PMID: 40130170; PMCID: PMC11932648.

Bhasuran B, Jin Q, Xie Y, Yang C, Hanna K, Costa J, Shavor C, Han W, Lu Z, He Z. Preliminary analysis of the impact of lab results on large language model generated differential diagnoses. NPJ Digit Med. 2025 Mar 18;8(1):166. doi: 10.1038/s41746-025-01556-8. PMID: 40102561; PMCID: PMC11920259.