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Artificial Intelligence in Health                                              SDoH in clinical narratives



            5.   Walker RJ, Strom Williams J, Egede LE. Influence of race,   and unstructured electronic health records: A retrospective
               ethnicity and social determinants of health on diabetes   analysis of a multilevel health care system. JMIR Med Inform.
               outcomes. Am J Med Sci. 2016;351:366-373.          2019;7:e13802.
               doi: 10.1016/j.amjms.2016.01.008                   doi: 10.2196/13802
            6.   Teshale AB, Htun HL, Owen A,  et al. The role of social   16.  Guevara M, Chen S, Thomas S, et al. Large language models
               determinants of health in cardiovascular diseases: An   to identify social determinants of health in electronic health
               umbrella review. J Am Heart Assoc. 2023;12:e029765.  records. NPJ Digit Med. 2024;7:6.
               doi: 10.1161/JAHA.123.029765                       doi: 10.1038/s41746-023-00970-0
            7.   Enard KR, Coleman AM, Aver Yakubu R, Butcher BC,   17.  Jiménez Carrillo M, Fernández Rodker J, Sastre Paz M,
               Tao D, Hauptman PJ. Influence of social determinants of   Alberquilla Menendez-Asenjo Á. Does the electronic health
               health on heart failure outcomes: A systematic review. J Am   record reflect the social determinants of health from primary
               Heart Assoc. 2023;12:e026590.                      health care? Aten Primaria. 2021;53:36-42.
               doi: 10.1161/JAHA.122.026590                       doi: 10.1016/j.aprim.2020.01.007
            8.   Ludwig J, Sanbonmatsu L, Gennetian L, et al. Neighborhoods,   18.  Gold  R,  Bunce  R,  Cowburn  S,  et  al.  Adoption of  social
               obesity,  and  diabetes  -  a  randomized  social  experiment.   determinants of health EHR tools by community health
               N Engl J Med. 2011;365:1509-1519.                  centers. Ann Fam Med. 2018;16:399-407.
               doi: 10.1056/NEJMsa1103216                         doi: 10.1370/afm.2275
            9.   Wang M, Pantell MS, Gottlieb LM, Adler-Milstein J.   19.  Tamang  S,  Humbert-Droz  M,  Gianfrancesco  M,  Izadi  Z,
               Documentation and review of social determinants of health   Schmajuk G, Yazdany J. Practical considerations for
               data in the EHR: Measures and associated insights.  J  Am   developing clinical natural language processing systems for
               Med Inform Assoc. 2021;28:2608-2616.               population health management and measurement.  JMIR
               doi: 10.1093/jamia/ocab194                         Med Inform. 2023;11:e37805.
            10.  Daniel H, Bornstein SS, Kane GC, et al. Addressing social      doi: 10.2196/37805
               determinants to improve patient care and promote health   20.  Elbattah M, Arnaud É, Gignon M, Dequen G. The Role
               equity: An American college of physicians position paper.   of Text Analytics in Healthcare: A  Review of Recent
               Ann Intern Med. 2018;168:577-578.                  Developments and Applications: In:  Proceedings  of  the
                                                                    th
               doi: 10.7326/M17-2441                              14  International Joint Conference on Biomedical Engineering
                                                                  Systems and Technologies SCITEPRESS  -  Science and
            11.  Handerer  F,  Kinderman  P,  Tai  S.  The  need  for  improved   Technology Publications, Vienna, Austria; 2021. p. 825-832.
               coding to document the social determinants of health.
               Lancet Psychiatry. 2021;8:653.                     doi: 10.5220/0010414508250832
               doi: 10.1016/S2215-0366(21)00208-X              21.  Devlin J, Chang MW, Lee K, Toutanova K. BERT: Pretraining
                                                                  of Deep Bidirectional Transformers for Language
            12.  Cottrell EK, Dambrun K, Cowburn S,  et al. Variation   Understanding. In: Proceedings of the 2019 Conference of the
               in electronic health record documentation of social   North. Vol. 1; 2019. p. 4171-4186.
               determinants of health across a national network of
               community health centers. Am J Prev Med. 2019;57:S65-S73.     doi: 10.18653/v1/n19-1423
               doi: 10.1016/j.amepre.2019.07.014               22.  Lee  J,  Yoon W,  Kim  S,  et al.  BioBERT:  A  pre-trained
                                                                  biomedical language representation model for biomedical
            13.  Guo Y, Chen Z, Xu K,  et al. International Classification   text mining. Bioinformatics. 2020;36:1234-1240.
               of Diseases, Tenth Revision, clinical modification social
               determinants of health codes are poorly used in electronic      doi: 10.1093/bioinformatics/btz682
               health records. Medicine (Baltimore). 2020;99:e23818.  23.  Haq HU, Kocaman V, Talby D. Mining adverse drug
               doi: 10.1097/MD.0000000000023818                   reactions from unstructured mediums at scale. In: Shaban-
                                                                  Nejad A, Michalowski M, Bianco S, editors. Multimodal AI in
            14.  Truong HP, Luke AA, Hammond G, Wadhera RK, Reidhead M,
               Joynt Maddox KE. Utilization of social determinants of health   Healthcare. Studies in Computational Intelligence. Vol. 1060.
               ICD-10 Z-codes among hospitalized patients in the United   Cham: Springer; 2023.
               States, 2016-2017. Med Care. 2020;58:1037-1043.    doi: 10.1007/978-3-031-14771-5_26
               doi: 10.1097/MLR.0000000000001418               24.  Kocaman V, Talby D. Accurate clinical and biomedical named
                                                                  entity recognition at scale. Softw Impacts. 2022;13:100373.
            15.  Hatef E, Rouhizadeh M, Tia I, et al. Assessing the availability
               of data on social and behavioral determinants in structured      doi: 10.1016/j.simpa.2022.100373


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