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Application of natural language processing to identify social needs from patient medical notes: development and assessment of a scalable, performant, and rule-based model in an integrated healthcare delivery system.
Gray GM, Zirikly A, Ahumada LM, Rouhizadeh M, Richards T, Kitchen C, Foroughmand I, Hatef E. Gray GM, et al. Among authors: ahumada lm. JAMIA Open. 2023 Oct 4;6(4):ooad085. doi: 10.1093/jamiaopen/ooad085. eCollection 2023 Dec. JAMIA Open. 2023. PMID: 37799347 Free PMC article.
Precision Anesthesia in 2050.
Kuo FH, Tudor BH, Gray GM, Ahumada LM, Rehman MA, Watkins SC. Kuo FH, et al. Among authors: ahumada lm. Anesth Analg. 2024 Feb 1;138(2):326-336. doi: 10.1213/ANE.0000000000006688. Epub 2024 Jan 12. Anesth Analg. 2024. PMID: 38215711
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