Page 137 - AIH-1-2

Artificial Intelligence in Health SDoH in clinical narratives

25. Kocaman V, Talby D. Spark NLP: Natural language editors. Pattern Recognition. ICPR International Workshops
understanding at scale. Softw Impacts. 2021;8:100058. and Challenges. Vol. 12661. Cham: Springer International
Publishing; 2021. p. 635-646.
doi: 10.1016/j.simpa.2021.100058
doi: 10.1007/978-3-030-68763-2_48
26. Zhu Y, Yuan H, Wang S, et al. Large language models for
information retrieval: A survey; 2023. 33. Brown T, Mann B, Ryder N, et al. Language models are few-shot
learners. In: Advances in Neural Information Processing Systems.
doi: 10.48550/ARXIV.2308.07107
Curran Associates Inc.: United States; 2020: 1877-1901.
27. Raza S, Dolatabadi E, Ondrusek N, Rosella L, Schwartz B. doi: 10.48550/ARXIV.2005.14165
Discovering social determinants of health from case
reports using natural language processing: Algorithmic 34. OpenAI. GPT-4 Technical Report; 2023.
development and validation. BMC Digit Health. 2023;1:35. doi: 10.48550/ARXIV.2303.08774
doi: 10.1186/s44247-023-00035-y 35. Heinze G, Wallisch C, Dunkler D. Variable selection - A
28. Hazlehurst B, Naleway A, Mullooly J. Detecting possible review and recommendations for the practicing statistician.
vaccine adverse events in clinical notes of the electronic Biom J. 2018;60:431-449.
medical record. Vaccine. 2009;27:2077-2083. doi: 10.1002/bimj.201700067
doi: 10.1016/j.vaccine.2009.01.105 36. Tsai J. Lifetime and 1-year prevalence of homelessness in
29. Banerji A, Lai KH, Li Y, et al. Natural language processing the US population: Results from the national epidemiologic
combined with ICD-9-CM codes as a novel method to study survey on alcohol and related conditions-III. J Public Health
the epidemiology of allergic drug reactions. J Allergy Clin Oxf Engl. 2018;40:65-74.
Immunol Pract. 2020;8:1032-1038.e1. doi: 10.1093/pubmed/fdx034
doi: 10.1016/j.jaip.2019.12.007 37. Lybarger K, Dobbins NJ, Long R, et al. Leveraging
30. Detect Sentences in Healthcare Texts. Detect Sentences in natural language processing to augment structured
Healthcare Texts. John Snow Labs Inc. Available from: https:// social determinants of health data in the electronic
nlp.johnsnowlabs.com/2021/08/11/sentence_detector_dl_ health record. J Am Med Inform Assoc. 2023;30:
healthcare_en.html [Last accessed on 2024 Apr 06]. 1389-1397.
31. Social Determinants of Health. Social Determinants of doi: 10.1093/jamia/ocad073
Health. John Snow Labs Inc.; 2023. Available from: https:// 38. Stewart De Ramirez S, Shallat J, McClure K, Foulger R,
nlp.johnsnowlabs.com/2023/06/13/ner_sdoh_en.html [Last Barenblat L. Screening for social determinants of health:
accessed on 2024 Apr 06]. Active and passive information retrieval methods. Popul
Health Manag. 2022;25:781-788.
32. Kocaman V, Talby D. Biomedical named entity recognition
at scale. In: Del Bimbo A, Farinella GM, Escalante HJ, et al, doi: 10.1089/pop.2022.0228

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