Published on in Vol 7, No 3 (2019): Jul-Sep

Preprints (earlier versions) of this paper are available at, first published .
Assessing the Availability of Data on Social and Behavioral Determinants in Structured and Unstructured Electronic Health Records: A Retrospective Analysis of a Multilevel Health Care System

Assessing the Availability of Data on Social and Behavioral Determinants in Structured and Unstructured Electronic Health Records: A Retrospective Analysis of a Multilevel Health Care System

Assessing the Availability of Data on Social and Behavioral Determinants in Structured and Unstructured Electronic Health Records: A Retrospective Analysis of a Multilevel Health Care System


  1. Ostherr K. Artificial Intelligence and Medical Humanities. Journal of Medical Humanities 2022;43(2):211 View
  2. Kessler R, Bauer M, Bishop T, Demler O, Dobscha S, Gildea S, Goulet J, Karras E, Kreyenbuhl J, Landes S, Liu H, Luedtke A, Mair P, McAuliffe W, Nock M, Petukhova M, Pigeon W, Sampson N, Smoller J, Weinstock L, Bossarte R. Using Administrative Data to Predict Suicide After Psychiatric Hospitalization in the Veterans Health Administration System. Frontiers in Psychiatry 2020;11 View
  3. Bery A, Anzaldi L, Boyd C, Leff B, Kharrazi H. Potential value of electronic health records in capturing data on geriatric frailty for population health. Archives of Gerontology and Geriatrics 2020;91:104224 View
  4. Phillips A, Brewster A, Kyalwazi M, Rodriguez H. The Centers for Medicare and Medicaid Services State Innovation Models Initiative and Social Risk Factors: Improved Diagnosis Among Hospitalized Adults With Diabetes. American Journal of Preventive Medicine 2020;59(4):e161 View
  5. Meisha D. Evaluation of Accuracy and Completeness of Electronic Dental Records in a Dental School Setting. The Open Dentistry Journal 2019;13(1):520 View
  6. Hatef E, Ma X, Rouhizadeh M, Singh G, Weiner J, Kharrazi H. Assessing the Impact of Social Needs and Social Determinants of Health on Health Care Utilization: Using Patient- and Community-Level Data. Population Health Management 2021;24(2):222 View
  7. Tan M, Hatef E, Taghipour D, Vyas K, Kharrazi H, Gottlieb L, Weiner J. Including Social and Behavioral Determinants in Predictive Models: Trends, Challenges, and Opportunities. JMIR Medical Informatics 2020;8(9):e18084 View
  8. Chang H, Hatef E, Ma X, Weiner J, Kharrazi H. Impact of Area Deprivation Index on the Performance of Claims-Based Risk-Adjustment Models in Predicting Health Care Costs and Utilization. Population Health Management 2021;24(3):403 View
  9. Davis A, Osuji T, Chen J, Lyons L, Gould M. Identifying Populations with Complex Needs: Variation in Approaches Used to Select Complex Patient Populations. Population Health Management 2021;24(3):393 View
  10. Decker B, Hill C, Baldassano S, Khankhanian P. Can antiepileptic efficacy and epilepsy variables be studied from electronic health records? A review of current approaches. Seizure 2021;85:138 View
  11. Pflugeisen B, Mou J. Empiric evidence of ethnic disparities in coronavirus positivity in Washington State. Ethnicity & Health 2021;26(1):36 View
  12. McElroy L, Kirk A. Eudaimonia: An Aristotelian approach to transplantation. American Journal of Transplantation 2021;21(6):2014 View
  13. Stemerman R, Arguello J, Brice J, Krishnamurthy A, Houston M, Kitzmiller R. Identification of social determinants of health using multi-label classification of electronic health record clinical notes. JAMIA Open 2021;4(3) View
  14. Newman-Griffis D, Fosler-Lussier E. Automated Coding of Under-Studied Medical Concept Domains: Linking Physical Activity Reports to the International Classification of Functioning, Disability, and Health. Frontiers in Digital Health 2021;3 View
  15. McQueen A, Li L, Herrick C, Verdecias N, Brown D, Broussard D, Smith R, Kreuter M. Social Needs, Chronic Conditions, and Health Care Utilization among Medicaid Beneficiaries. Population Health Management 2021;24(6):681 View
  16. Kane N, Wang X, Gerkovich M, Breitkreutz M, Rivera B, Kunchithapatham H, Hoffman M. The Envirome Web Service: Patient context at the point of care. Journal of Biomedical Informatics 2021;119:103817 View
  17. Reeves R, Christensen L, Brown J, Conway M, Levis M, Gobbel G, Shah R, Goodrich C, Ricket I, Minter F, Bohm A, Bray B, Matheny M, Chapman W. Adaptation of an NLP system to a new healthcare environment to identify social determinants of health. Journal of Biomedical Informatics 2021;120:103851 View
  18. Lasser E, Kim J, Hatef E, Kharrazi H, Marsteller J, DeCamp L. Social and Behavioral Variables in the Electronic Health Record: A Path Forward to Increase Data Quality and Utility. Academic Medicine 2021;96(7):1050 View
  19. Percha B. Modern Clinical Text Mining: A Guide and Review. Annual Review of Biomedical Data Science 2021;4(1):165 View
  20. Varga A, Gruß I, Ritzwoller D, Bradley C, Sterrett A, Banegas M. Characterizing employment of colorectal cancer survivors using electronic health records. JAMIA Open 2021;4(3) View
  21. Hatef E, Rouhizadeh M, Nau C, Xie F, Rouillard C, Abu-Nasser M, Padilla A, Lyons L, Kharrazi H, Weiner J, Roblin D. Development and assessment of a natural language processing model to identify residential instability in electronic health records’ unstructured data: a comparison of 3 integrated healthcare delivery systems. JAMIA Open 2022;5(1) View
  22. Scanzera A, Kravets S, Hallak J, Musick H, Krishnan J, Chan R, Kim S. Evaluating the Relationship between Neighborhood-Level Social Vulnerability and Patient Adherence to Ophthalmology Appointments. Ophthalmic Epidemiology 2024;31(1):11 View
  23. Chapman A, Peterson K, Rutter E, Nevers M, Zhang M, Ying J, Jones M, Classen D, Jones B. Development and evaluation of an interoperable natural language processing system for identifying pneumonia across clinical settings of care and institutions. JAMIA Open 2022;5(4) View
  24. Cook L, Sachs J, Weiskopf N. The quality of social determinants data in the electronic health record: a systematic review. Journal of the American Medical Informatics Association 2021;29(1):187 View
  25. Mitha S, Schwartz J, Hobensack M, Cato K, Woo K, Smaldone A, Topaz M. Natural Language Processing of Nursing Notes. CIN: Computers, Informatics, Nursing 2023;41(6):377 View
  26. Phuong J, Riches N, Madlock‐Brown C, Duran D, Calzoni L, Espinoza J, Datta G, Kavuluru R, Weiskopf N, Ward‐Caviness C, Lin A. Social Determinants of Health Factors for Gene–Environment COVID‐19 Research: Challenges and Opportunities. Advanced Genetics 2022;3(2) View
  27. Wang M, Pantell M, Gottlieb L, Adler-Milstein J. Documentation and review of social determinants of health data in the EHR: measures and associated insights. Journal of the American Medical Informatics Association 2021;28(12):2608 View
  28. Rollings K, Kunnath N, Ryus C, Janke A, Ibrahim A. Association of Coded Housing Instability and Hospitalization in the US. JAMA Network Open 2022;5(11):e2241951 View
  29. Kostelanetz S, Pettapiece-Phillips M, Weems J, Spalding T, Roumie C, Wilkins C, Kripalani S. Health Care Professionals' Perspectives on Universal Screening of Social Determinants of Health: A Mixed-Methods Study. Population Health Management 2022;25(3):367 View
  30. Greer M, Zayas C, Bhattacharyya S. Repeatable enhancement of healthcare data with social determinants of health. Frontiers in Big Data 2022;5 View
  31. Boch S, Hussain S, Bambach S, DeShetler C, Chisolm D, Linwood S. Locating Youth Exposed to Parental Justice Involvement in the Electronic Health Record: Development of a Natural Language Processing Model. JMIR Pediatrics and Parenting 2022;5(1):e33614 View
  32. Patra B, Sharma M, Vekaria V, Adekkanattu P, Patterson O, Glicksberg B, Lepow L, Ryu E, Biernacka J, Furmanchuk A, George T, Hogan W, Wu Y, Yang X, Bian J, Weissman M, Wickramaratne P, Mann J, Olfson M, Campion T, Weiner M, Pathak J. Extracting social determinants of health from electronic health records using natural language processing: a systematic review. Journal of the American Medical Informatics Association 2021;28(12):2716 View
  33. Lasser E, Gudzune K, Lehman H, Kharrazi H, Weiner J. Trends and Patterns of Social History Data Collection Within an Electronic Health Record. Population Health Management 2023;26(1):13 View
  34. Bompelli A, Wang Y, Wan R, Singh E, Zhou Y, Xu L, Oniani D, Kshatriya B, Balls-Berry J, Zhang R. Social and Behavioral Determinants of Health in the Era of Artificial Intelligence with Electronic Health Records: A Scoping Review. Health Data Science 2021;2021 View
  35. Hirsch A, Durden T, Silva J. Linking Electronic Health Records and In-Depth Interviews to Inform Efforts to Integrate Social Determinants of Health Into Health Care Delivery: Protocol for a Qualitative Research Study. JMIR Research Protocols 2022;11(3):e36201 View
  36. Dorr D, Quiñones A, King T, Wei M, White K, Bejan C. Prediction of Future Health Care Utilization Through Note-extracted Psychosocial Factors. Medical Care 2022;60(8):570 View
  37. Hale-Gallardo J, Kreider C, Castañeda G, LeBeau K, Varma D, Knecht C, Cowper Ripley D, Jia H. Meeting the Needs of Rural Veterans: A Qualitative Evaluation of Whole Health Coaches’ Expanded Services and Support during COVID-19. International Journal of Environmental Research and Public Health 2022;19(20):13447 View
  38. Stewart de Ramirez S, Shallat J, McClure K, Foulger R, Barenblat L. Screening for Social Determinants of Health: Active and Passive Information Retrieval Methods. Population Health Management 2022;25(6):781 View
  39. Hatef E, Ma X, Shaikh Y, Kharrazi H, Weiner J, Gaskin D. Internet Access, Social Risk Factors, and Web-Based Social Support Seeking Behavior: Assessing Correlates of the “Digital Divide” Across Neighborhoods in The State of Maryland. Journal of Medical Systems 2021;45(11) View
  40. Harle C, Wu W, Vest J. Accuracy of Electronic Health Record Food Insecurity, Housing Instability, and Financial Strain Screening in Adult Primary Care. JAMA 2023;329(5):423 View
  41. Phuong J, Riches N, Calzoni L, Datta G, Duran D, Lin A, Singh R, Solomonides A, Whysel N, Kavuluru R. Toward informatics-enabled preparedness for natural hazards to minimize health impacts of climate change. Journal of the American Medical Informatics Association 2022;29(12):2161 View
  42. Lybarger K, Yetisgen M, Uzuner Ö. The 2022 n2c2/UW shared task on extracting social determinants of health. Journal of the American Medical Informatics Association 2023;30(8):1367 View
  43. Allen K, Hood D, Cummins J, Kasturi S, Mendonca E, Vest J. Natural language processing-driven state machines to extract social factors from unstructured clinical documentation. JAMIA Open 2023;6(2) View
  44. Lituiev D, Lacar B, Pak S, Abramowitsch P, De Marchis E, Peterson T. Automatic extraction of social determinants of health from medical notes of chronic lower back pain patients. Journal of the American Medical Informatics Association 2023;30(8):1438 View
  45. Lybarger K, Dobbins N, Long R, Singh A, Wedgeworth P, Uzuner Ö, Yetisgen M. Leveraging natural language processing to augment structured social determinants of health data in the electronic health record. Journal of the American Medical Informatics Association 2023;30(8):1389 View
  46. Wang S, Dang Y, Sun Z, Ding Y, Pathak J, Tao C, Xiao Y, Peng Y. An NLP approach to identify SDoH-related circumstance and suicide crisis from death investigation narratives. Journal of the American Medical Informatics Association 2023;30(8):1408 View
  47. Linfield G, Patel S, Ko H, Lacar B, Gottlieb L, Adler-Milstein J, Singh N, Pantell M, De Marchis E. Evaluating the comparability of patient-level social risk data extracted from electronic health records: A systematic scoping review. Health Informatics Journal 2023;29(3) View
  48. Johnson A, Devlin S, Haider S, Oehler C, Rivera J, Alvarez I, Ridgway J. Evaluation of multiple data sources for predicting increased need for HIV prevention among cisgender women: understanding missed opportunities for Pre-exposure Prophylaxis (PrEP). BMC Infectious Diseases 2023;23(1) View
  49. Mehta S, Lyles C, Rubinsky A, Kemper K, Auerbach J, Sarkar U, Gottlieb L, Brown III W. Social Determinants of Health Documentation in Structured and Unstructured Clinical Data of Patients With Diabetes: Comparative Analysis. JMIR Medical Informatics 2023;11:e46159 View
  50. Burnett-Hartman A, Powers J, Hixon B, Carroll N, Frankland T, Honda S, Saia C, Rendle K, Greenlee R, Neslund-Dudas C, Zheng Y, Vachani A, Ritzwoller D. Development of an Electronic Health Record–Based Algorithm for Predicting Lung Cancer Screening Eligibility in the Population-Based Research to Optimize the Screening Process Lung Research Consortium. JCO Clinical Cancer Informatics 2023;(7) View
  51. Diaz A, Azap L, Moazzam Z, Knight-Davis J, Pawlik T. Association of social determinants of health International Classification of Disease, Tenth Edition clinical modification codes with outcomes for emergency general surgery and trauma admissions. Surgery 2024;175(3):899 View
  52. Oyedele N, Lansey D, Chiew C, Chan C, Quon H, Dean L. Development and Testing of a Mobile App to Collect Social Determinants of Health Data in Cancer Settings: Interview Study. JMIR Formative Research 2023;7:e48737 View
  53. Decker H, Kanzaria H, Evans J, Pierce L, Wick E. Association of Housing Status With Types of Operations and Postoperative Health Care Utilization. Annals of Surgery 2023;278(6):883 View
  54. Zhao X, Rios A. A marker-based neural network system for extracting social determinants of health. Journal of the American Medical Informatics Association 2023;30(8):1398 View
  55. Diaz A, Pawlik T. Association of ICD-10 Clinical Modification Codes for Social Determinants of Health with Surgical Outcomes and Hospital Charges Among Cancer Patients. Annals of Surgical Oncology 2024;31(2):1171 View
  56. Silver C, Janczewski L, Royan R, Chung J, Bentrem D, Kanzaria H, Stey A, Bilimoria K, Merkow R. Access, Outcomes, and Costs Associated with Surgery for Malignancy Among People Experiencing Homelessness. Annals of Surgical Oncology 2024;31(3):1468 View
  57. Espinoza J, Sehgal S, Phuong J, Bahroos N, Starren J, Wilcox A, Meeker D. Development of a social and environmental determinants of health informatics maturity model. Journal of Clinical and Translational Science 2023;7(1) View
  58. Guevara M, Chen S, Thomas S, Chaunzwa T, Franco I, Kann B, Moningi S, Qian J, Goldstein M, Harper S, Aerts H, Catalano P, Savova G, Mak R, Bitterman D. Large language models to identify social determinants of health in electronic health records. npj Digital Medicine 2024;7(1) View

Books/Policy Documents

  1. Kharrazi H, Gamache R, Weiner J. Public Health Informatics and Information Systems. View
  2. Horrocks D, Ferris L, Kharrazi H. Healthcare Information Management Systems. View