Weiner SG, Lo YC, Carroll AD, Zhou L, Ngo A, Hathaway DB, Rodriguez CP, Wakeman SE. The Incidence and Disparities in Use of Stigmatizing Language in Clinical Notes for Patients With Substance Use Disorder. J Addict Med. 2023 Jan 31. doi: 10.1097/ADM.0000000000001145. Epub ahead of print. PMID: 36719760.
Wyss R, Plasek JM, Zhou L, Bessette LG, Schneeweiss S, Rassen JA, Tsacogianis T, Lin KJ. Scalable Feature Engineering from Electronic Free Text Notes to Supplement Confounding Adjustment of Claims-Based Pharmacoepidemiologic Studies. Clin Pharmacol Ther. 2023 Apr;113(4):832-838. doi: 10.1002/cpt.2826. Epub 2023 Jan 11. PMID: 36528788.
Jin Y, Xiong Y, Shi D, Lin Y, He L, Zhang Y, Plasek JM, Zhou L, Bates DW, Tang C. Learning from undercoded clinical records for automated International Classification of Diseases (ICD) coding. J Am Med Inform Assoc. 2023 Feb 16;30(3):438-446. doi: 10.1093/jamia/ocac230. PMID: 36478240; PMCID: PMC9933053.
Powell N, Elkhalifa S, Guyer A, Garcez T, Sandoe J, Zhou L. Addressing the Challenges of Penicillin Allergy Delabeling With Electronic Health Records and Mobile Applications. J Allergy Clin Immunol Pract. 2023 Feb;11(2):414-421. doi: 10.1016/j.jaip.2022.10.037. Epub 2022 Nov 8. PMID: 36356924.
2022
Wang L, Foer D, MacPhaul E, Lo YC, Bates DW, Zhou L. PASCLex: A Comprehensive Post-Acute Sequelae of COVID-19 (PASC) Symptom Lexicon Derived from Electronic Health Record Clinical Notes. J Biomed Inform. 2022;125:103951. PMID: 34785382; PMCID: PMC8590503. https://pubmed.ncbi.nlm.nih.gov/34785382/
Himmelstein G, Bates D, Zhou L. Examination of Stigmatizing Language in the Electronic Health Record. JAMA Netw Open. 2022 Jan 4;5(1):e2144967. doi: 10.1001/jamanetworkopen.2021.44967. PMID: 35084481. https://pubmed.ncbi.nlm.nih.gov/35084481/
Hua Y, Jiang H, Lin S, Yang J, Plasek JM, Bates DW, Zhou L. Using Twitter Data to Understand Public Perceptions of Approved versus Off-label Use for COVID-19-related Medications. J Am Med Inform Assoc. 2022 Jul 1:ocac114. doi: 10.1093/jamia/ocac114. Epub ahead of print. PMID: 35775946; PMCID: PMC9278189.
Vallamkonda S, Ortega CA, Lo YC, Blackley SV, Wang L, Seger DL, Blumenthal KG, Plasek JM, Goss F, Zhou L. Identifying and Reconciling Patients’ Allergy Information Within the Electronic Health Record. Studies in health technology and informatics. 2022 Jun 6;290:120-4.
Diamond CJ, Laurentiev J, Yang J, Wint A, Harris KA, Dang TH, Mecker A, Carpenter EB, Tosteson AN, Wright A, Haas JS, Atlas SJ, Zhou L. Natural Language Processing to Identify Abnormal Breast, Lung, and Cervical Cancer Screening Test Results from Unstructured Reports to Support Timely Follow-up. Stud Health Technol Inform. 2022 Jun 6;290:433-437. doi: 10.3233/SHTI220112. PMID: 35673051.
Yerneni S, Shah S, Blackley SV, Ortega C, Blumenthal K, Goss FR, Seger D, Mancini C, Bates DW, Zhou L. Heterogeneity of Drug Allergies and Reaction Lists in Two US Healthcare Systems’ Electronic Health Records. Applied Clinical Informatics. 2022 May 26 (AAM).
Cucka B, Biglione B, Zhou L, Phillips EJ, Bassir F, Samarakoon U, Rrapi R, Chand S, Wang L, Alvarez-Arango S, Blumenthal KG, Kroshinsky D. Drug reaction with eosinophilia and systemic symptoms in patients hospitalized with COVID-19: a case series from a large US healthcare system. Br J Dermatol. 2022 Jun 14. doi: 10.1111/bjd.21706. Epub ahead of print. PMID: 35700153.
Wang X, Lin Y, Xiong Y, Zhang S, He Y, He Y, Zhang Z, Plasek JM, Zhou L, Bates DW, Tang C. Using an optimized generative model to infer the progression of complications in type 2 diabetes patients. BMC Med Inform Decis Mak. 2022 Jul 1;22(1):174. doi: 10.1186/s12911-022-01915-5. PMID: 35778708; PMCID: PMC9250218.
Blumenthal KG, Alvarez-Arango S, Fu X, Kroshinsky D, Choi H, Phillips E, Zhou L. Risk Factors for Vancomycin Drug Reaction With Eosinophilia and Systemic Symptoms Syndrome. JAMA Dermatol. 2022 Nov 2:e223541. doi: 10.1001/jamadermatol.2022.3541. Epub ahead of print. PMID: 36322078; PMCID: PMC9631222.
Varghese S, Wang L, Blackley S, Blumenthal KG, Goss FR, Zhou L. Expanding the Reaction Picklist in Electronic Health Records Improves Allergy Documentation. J Allergy Clin Immunol Pract. 2022 Jul 11:S2213-2198(22)00695-X. doi: 10.1016/j.jaip.2022.06.046. Epub ahead of print. PMID: 35835388.
Lo YC, Varghese S, Blackley S, Seger DL, Blumenthal KG, Goss FR, Zhou L. Reconciling Allergy Information in the Electronic Health Record After a Drug Challenge Using Natural Language Processing. Front Allergy. 2022 May 10;3:904923. doi: 10.3389/falgy.2022.904923. PMID: 35769562; PMCID: PMC9234873.
Wang X, Lin Y, Xiong Y, Zhang S, He Y, He Y, Zhang Z, Plasek JM, Zhou L, Bates DW, Tang C. Using an optimized generative model to infer the progression of complications in type 2 diabetes patients. BMC Med Inform Decis Mak. 2022;22(1):174.
Atlas SJ, Tosteson ANA, Burdick TE, Wright A, Breslau ES, Dang TH, Wint AJ, Smith RE, Harris KA, Zhou L, Haas JS. Primary Care Practitioner Perceptions on the Follow-up of Abnormal Cancer Screening Test Results. JAMA Network Open. 2022;5(9):e2234194-e.
Li M, Hua Y, Liao Y, Zhou L, Li X, Wang L, Yang J. Tracking the Impact of COVID-19 and Lockdown Policies on Public Mental Health Using Social Media: Infoveillance Study. J Med Internet Res. 2022 Oct 13;24(10):e39676. doi: 10.2196/39676. PMID: 36191167; PMCID: PMC9566822.
Miller M, Azrael D, Yenduri R, Barber C, Bowen A, MacPhaul E, Mooney SJ, Zhou L, Goralnick E, Rowhani-Rahbar A. Assessment of the Accuracy of Firearm Injury Intent Coding at 3 US Hospitals. JAMA Network Open. 2022;5(12):e2246429-e.
Wang L, Foer D, Zhang Y, Karlson EW, Bates DW, Zhou L. Post-Acute COVID-19 Respiratory Symptoms in Patients with Asthma: An Electronic Health Records-based Study. J Allergy Clin Immunol Pract. 2022 Dec 22:S2213-2198(22)01312-5. doi: 10.1016/j.jaip.2022.12.003. Epub ahead of print. PMID: 36566779; PMCID: PMC9773736.
Jin Y, Xiong Y, Shi D, Lin Y, He L, Zhang Y, Plasek JM, Zhou L, Bates DW, Tang C. Learning from undercoded clinical records for automated International Classification of Diseases (ICD) coding. J Am Med Inform Assoc. 2022 Dec 7:ocac230. doi: 10.1093/jamia/ocac230. Epub ahead of print. PMID: 36478240.
Wyss R, Plasek JM, Zhou L, Bessette LG, Schneeweiss S, Rassen JA, Tsacogianis T, Lin KJ. Scalable feature engineering from electronic free text notes to supplement confounding adjustment of claims-based pharmacoepidemiologic studies. Clin Pharmacol Ther. 2022 Dec 17. doi: 10.1002/cpt.2826. Epub ahead of print. PMID: 36528788.
Bassir F*, Varghese S*, Wang L, Chin YP, Zhou L. The Use of Electronic Health Records to Study Drug-Induced Hypersensitivity Reactions from 2000 to 2021: A Systematic Review. Immunol Allergy Clin North Am. 2022 May;42(2):453-497. doi: 10.1016/j.iac.2022.01.004. Epub 2022 Mar 31. PMID: 35469629.
Lo Y, Varghese S, Blackely S, Seger DL, Blumenthal KG, Goss FR, Zhou L. Reconciling Allergy Information in the Electronic Health Record After a Drug Challenge Using Natural Language Processing. Front. Allergy doi: 10.3389/falgy.2022.904923.
Tang C, Ma J, Zhou L, Plasek JM, He Y, Xiong Y, Zhu Y, Huang Y, Bates D. Improving Research Patient Data Repositories from a Health Data Industry Viewpoint. J Med Internet Res 2022;24(5):e32845. PMID:
Chin YP, Song W, Islam MM, Bates DW, Zhou L, Li YC. Sequential coupling of dry and wet COVID-19 screening to reduce the number of quarantined individuals. Comput Methods Programs Biomed. 2022;218:106715. PMID: 35272147; PMCID: PMC8882032.
Phadke NA, Wickner P, Wang L, Zhou L, Mort E, Bates DW, Seguin C, Fu X, Blumenthal KG. Allergy Safety Events in Healthcare: Development and Application of a Classification Schema Based on Retrospective Review. J Allergy Clin Immunol Pract. 2022 Apr 7. doi: 10.1016/j.jaip.2022.03.026. Epub ahead of print. PMID: 35398557.
Wang L, Varghese S, Bassir F, Lo YC, Ortega CA, Shah S, Blumenthal KG, Phillips EJ, Zhou L. Stevens-Johnson syndrome and toxic epidermal necrolysis: A systematic review of PubMed/MEDLINE case reports from 1980 to 2020. Front Med (Lausanne). 2022;9:949520.
Powell N, Elkhalifa S, Guyer A, Garcez T, Sandoe J, Zhou L. Addressing the Challenges of Penicillin Allergy Delabeling With Electronic Health Records and Mobile Applications. J Allergy Clin Immunol Pract. 2022 Nov 8:S2213-2198(22)01140-0. doi: 10.1016/j.jaip.2022.10.037. Epub ahead of print. PMID: 36356924.
2021
Wang L, Laurentiev J, Yang J, et al. Development and Validation of a Deep Learning Model for Earlier Detection of Cognitive Decline From Clinical Notes in Electronic Health Records. JAMA Netw Open. 2021;4(11):e2135174. doi:10.1001/jamanetworkopen.2021.35174. https://pubmed.ncbi.nlm.nih.gov/34792589/
Rossetti SC, Dykes PC, Knaplund C, Kang MJ, Schnock K, Garcia JP Jr, Fu LH, Chang F, Thai T, Fred M, Korach TZ, Zhou L, Klann JG, Albers D, Schwartz J, Lowenthal G, Jia H, Liu F, Cato K. The Communicating Narrative Concerns Entered by Registered Nurses (CONCERN) Clinical Decision Support Early Warning System: Protocol for a Cluster Randomized Pragmatic Clinical Trial. JMIR Res Protoc. 2021 Dec 10;10(12):e30238. doi: 10.2196/30238. PMID: 34889766; PMCID: PMC8709914.
Alvarez-Arango S, Yerneni S, Tang O, Zhou L, Mancini CM, Blackley SV, Keet CA, Blumenthal KG. Vancomycin Hypersensitivity Reactions Documented in Electronic Health Records. J Allergy Clin Immunol Pract. 2021 Feb;9(2):906-912. doi: 10.1016/j.jaip.2020.09.027. Epub 2020 Oct 1. PMID: 33011300; PMCID: PMC7870516.
Vallamkonda S, Ortega, CA, Lo Y, Blackley SV, Wang L, Seger D, Blumenthal K, Plasek J, Goss F, Zhou L. Identifying and Reconciling Patients’ Allergy Information within the Electronic Health Record. In MedInfo 2021.
Diamond CJ, Laurentiev J, Yang J, Wint A, Harris K, Dang TH, Mecker A, Carpenter EB, Tosteson AN, Wright A, Haas J, Atlas SJ, Zhou L. Natural Language Processing to Identify Abnormal Breast, Lung, and Cervical Cancer Screening Test Results from Unstructured Reports to Support Timely Follow-up. In Medinfo 2021.
Tang C, Plasek JM, Zhang S, Xiong Y, Zhu Y, Ma J, Zhou L, Bates DW. The Intersection of Big Data and Epidemiology for Epidemiologic Research: Int J Qual Health Care. 2021 Sep 25;33(3):mzab134. doi: 10.1093/intqhc/mzab134. PMID: 34508642.
Zhu X*, Plasek JM*, Tang C*, Zl-Assad W, Zhang Z, Xiong Y, Wang L, Yerneni S, Ortega C, Kang MJ, Zhou L, Bates DW, Dykes PC. Embedding, aligning and reconstructing clinical notes to explore sepsis. BMC Research Notes. 2021. doi: 10.1186/s13104-021-05529-4 ( *these authors contributed equally).
Haas JS, Atlas SJ, Wright A, Orav EJ, Aman DG, Breslau ES, Burdick TE, Carpenter E, Chang F, Dang T, Diamond CJ, Feldman S, Harris KA, Hort SJ, Housman ML, Mecker A, Lehman CD, Percac-Lima S, Smith R, Wint AJ, Yang J, Zhou L, Tosteson ANA. Multilevel Follow-up of Cancer Screening (mFOCUS): Protocol for a multilevel intervention to improve the follow-up of abnormal cancer screening test results. Contemporary Clinical Trials. Volume 109. 2021. 106533. ISSN 1551-7144. Doi: 10.1016/j.cct.2021.106533.
Yang J, Lian JW, Chin Y, et al. Assessing the Prognostic Significance of Tumor-Infiltrating Lymphocytes in Patients With Melanoma Using Pathologic Features Identified by Natural Language Processing. JAMA Netw Open. 2021;4(9):e2126337. doi:10.1001/jamanetworkopen.2021.26337
Tang, C., Plasek, J.M., Xiong, Y. et al. A Clustering Algorithm Based on Document Embedding to Identify Clinical Note Templates. Ann. Data. Sci.8, 497–515 (2021). https://doi.org/10.1007/s40745-020-00296-8
Schnock KO, Kang MJ, Rossetti SC, Garcia J, Lowenthal G, Knaplund C, Chang F, Albers D, Korach TZ, Zhou L, Klann JG, Cato K, Bates DW, Dykes PC. Identifying nursing documentation patterns associated with patient deterioration and recovery from deterioration in critical and acute care settings. International Journal of Medical Informatics. Volume 153. 2021. 104525. ISSN 1386-5056. Doi: 10.1016/j.ijmedinf.2021.104525.
Rossetti SC, Knaplund C, Albers D, Dykes PC, Kang MJ, Korach TZ, Zhou L, Schnock K, Garcia J, Schwartz J, Fu LH, Klann JG, Lowenthal G, Cato K. Healthcare Process Modeling to Phenotype Clinician Behaviors for Exploiting the Signal Gain of Clinical Expertise (HPM-ExpertSignals): Development and evaluation of a conceptual framework. Journal of the American Medical Informatics Association, Volume 28, Issue 6. June 2021. Pages 1242–1251. https://doi.org/10.1093/jamia/ocab006
Phadke, N.A., Zhou, L., Mancini, C.M. et al. Allergic Reactions in Two Academic Medical Centers. J GEN INTERN MED36, 1814–1817 (2021). https://doi.org/10.1007/s11606-020-06190-6
Korach TZ, Gradwohl S, Messinger A, Bookman K, Cohen K, Zhou L, Goss F. Unsupervised clinical relevancy ranking of structured medical records to retrieve condition-specific information in the emergency department. International Journal of Medical Informatics. Volume 149. 2021. 104410. ISSN 1386-5056. https://doi.org/10.1016/j.ijmedinf.2021.104410.
Ortega C, Lo YC, Blackley S, Vallamkonda S, chang F, James O, Yermeni S, Seger D, Wang L, Blumenthal K, Goss F, Wickner P, Zhou L. Methods for Identifying and Reconciling Allergy Information in the Electronic Health Record. Journal of Allergy and Clinical Immunology. 2021. doi: 10.1016/j.jaci.2020.12.597.
Wang L, Miloslavsky E, Stone JH, Choi HK, Zhou L*, Wallace ZS*. Topic Modeling to Characterize the Natural History of ANCA- Associated Vasculitis from Clinical Notes: A proof of concept study. Seminars in Arthritis and Rheumatism. 2021 (*these authors contributed equally).
Alvarez-Arango S, Yerneni S, Tang O, Zhou L, Mancini CM, Blackley SV, Keet CA, Blumenthal KG. Vancomycin. Vancomycin Hypersensitivity Reactions Documented in Electronic Health records. J Allergy Clin Immunol Pract. 2021. doi: 10.1016/j.jaip.2020.09.027
Tang C, Plasek JM, Zhang S, Xiong Y, Zhu Y, Ma J, Zhou L, Bates DW. The intersection of big data and epidemiology for epidemiologic research: The impact of the COVID-19 pandemic. International Journal for Quality in Health Care, Volume 33, Issue 4. November 2021. Mzab134. https://doi.org/10.1093/intqhc/mzab134
Wang L, Foer D, MacPhaul E, Lo YC, Bates DW, Zhou L. Development of a Post-Acute Sequelae of COVID-19 (PASC) Symptom Lexicon Using Electronic Health Record Clinical Notes. 2021.doi: 10.1101/2021.07.29.21261260.
Zhou L, Sordo M. Chapter 5 – Expert systems in medicine. Artificial Intelligence in Medicine. Academic Press. 2021. Pages 75-100. ISBN 9780128212592. https://doi.org/10.1016/B978-0-12-821259-2.00005-3.
Fischer S, Zhou L. Use of information and communication technologies in health care: telehealth in 2021. In: the 8th edition of the survey on the use of information and communication technologies in the Brazilian healthcare facilities – ICT in Health 2021.
2020
Shi D, Tang C, Blackley SV, Wang L, Yang J, He Y, Bennett SI, Xiong Y, Shi X, Zhou L, Bates DW. An annotated dataset of tongue images supporting geriatric disease diagnosis. Data in Brief. Volume 32. 2020. 106153. ISSN 2352-3409. doi: 10.1016/j.dib.2020.106153.
Chang WC, Abe R, et al. SJS/TEN 2019: From science to translation. Journal of Dermatological Science. Volume 98, Issue 1. 2020. Pages 2-12. ISSN 0923-1811. Doi: 10.1016/j.jdermsci.2020.02.003.
Banerji A, Lai KH, Li Y, Saff RR, Camargo CA Jr, Blumenthal KG, Zhou L. Natural Language Processing Combined with ICD-9-CM Codes as a Novel Method to Study the Epidemiology of Allergic Drug Reactions. J Allergy Clin Immunol Pract. 2020 Mar;8(3):1032-1038.e1. doi: 10.1016/j.jaip.2019.12.007. Epub 2019 Dec 16. PMID: 31857264; PMCID: PMC7064405.
Korach Z T, Yerneni S, Einbinder J, Kallenberg C, Zhou L. Facilitating information extraction without annotated data using unsupervised and positive-unlabeled learning. AMIA … Annual Symposium proceedings. AMIA Symposium. 2020.
Yang J, Landrum MB, Zhou L*, Busch AB*. Disparities in Outpatient Visits for Mental Health and/or Substance Use Disorders During the COVID-19 Surge and Partial Reopening in Massachusetts. General Hospital Psychiatry. 2020 Oct. ( *these authors contributed equally).
Wang D, Liu J, Zhou L, Bates DW, Li YC. Assessing the International Transferability of a Machine Learning Model for Detecting Medication Error in the General Internal Medicine Clinic: A Multicenter Preliminary Validation Study. Journal of Medical Internet Research. 2020.
Yang J, Wang L, Phaske NA, Wickner PG, Mancini CM, Blumenthal KG*, Zhou L*. Development and validation of a deep learning model to detect allergic reactions of safety event reports across hospitals: 2004-2019. JAMA Netw Open. 2020 (*these authors contributed equally).
Lacey RB, Wang L, Fu X, Wallace ZS, Long A, Zhang Y, Camargo CA, Blumenthal KG. COVID-19 severity in asthma patients: A multi-center matched cohort study. Journal of Asthma. In Press
Plasek JM, Tang C, Zhu Y, Huang Y, Bates DW. Following Data as it Crosses Borders During the COVID-19 Pandemic, Journal of the American Medical Informatics Association. 2020. doi:10.1093/jamia/ocaa063
Tang C, Plasek JM, Zhu Y, Huang Y. Data Sovereigns for the World Economy. Humanities & Social Sciences Communications. 2020. (in press)
Alvarez-Arango S, Yerneni S, Tang O, Zhou L, Mancini CM, Blackley SV, Keet CA, Blumenthal KG. Vancomycin. Vancomycin hypersensitivity reactions documented in electronic health records. J Allergy Clin Immunol Pract. 2020.doi: https://doi.org/10.1016/j.jaip.2020.09.027
Wang L, Miloslavsky E, Stone JH, Choi HK, Zhou L*, Wallace ZS*. Topic Modeling to Characterize the Natural History of ANCA- Associated Vasculitis from Clinical Notes: A Proof of Concept Study Seminars in Arthritis and Rheumatism. Seminars in Arthritis and Rheumatism. 2020 (*these authors contributed equally).
Shi D, Tang C, Blackley SV, Wang L, Yang J, He Y, Bennet S, Xiong Y, Shi X, Zhou L, Bates DW. An annotated dataset of tongue images supporting geriatric disease diagnosis. Data in Brief. 2020.
Phadke NA, Zhou L, Mancini CM, Yang J, Wang W, Wickner P, Fu X, Blumenthal KG. Allergic Reactions in Two Academic Medical Centers. J Gen Intern Med. 2020, In Press.
Korach ZT, Einbinder J, Kallenberg C, Yerneni S, Zhou L. Facilitating information extraction without annotated data using unsupervised and positive-unlabeled learning. AMIA Annu Symp Proc. 2020.
Blackley SV, MacPhaul E, Martin B, Song W, Suzuki J, Zhou L. Using Natural Language Processing and Machine Learning to Identify Hospitalized Patients with Opioid Use Disorder AMIA Annu Symp Proc. 2020.
Tang C, Plasek JM, Xiong Y, Bates DW, Zhou L. A Clustering Algorithm Based on Document Embedding to Identify Clinical Note Templates. Annals of Data Science:1-19. 2020. https://doi.org/10.1007/s40745-020-00296-8.
Chang WC, Abe R, Anderson P, Anderson W, Ardern-Jones MR, Beachkofsky TM, Bellón T, Biala AK, Bouchard C, Cavalleri GL, Chapman N, Chodosh J, Choi HK, Cibotti RR, Divito SJ, Dewar K, Dehaeck U, Etminan M, Forbes D, Fuchs E, Goldman JL, Holmes JH 4th, Hope EA, Hung SI, Hsieh CL, Iovieno A, Jagdeo J, Kim MK, Koelle DM, Lacouture ME, Le Pallec S, Lehloenya RJ, Lim R, Lowe A, McCawley J, McCawley J, Micheletti RG, Mockenhaupt M, Niemeyer K, Norcross MA, Oboh D, Olteanu C, Pasieka HB, Peter J, Pirmohamed M, Rieder M, Saeed HN, Shear NH, Shieh C, Straus S, Sukasem C, Sung C, Trubiano JA, Tsou SY, Ueta M, Volpi S, Wan C, Wang H, Wang ZQ, Weintraub J, Whale C, Wheatley LM, Whyte-Croasdaile S, Williams KB, Wright G, Yeung SN, Zhou L, Chung WH, Phillips EJ, Carleton BC. SJS/TEN 2019: From science to translation. J Dermatol Sci. 2020 Mar 7. pii: S0923-1811(20)30064-5. doi: 10.1016/j.jdermsci.2020.02.003. [Epub ahead of print] Review. PubMed PMID: 32192826.
Tang C, Zhu Y, Blackley SV, Plasek JM, Wang M, Zhou L, Ma J, Bates DW. “Visualizing Literature Review Theme Evolution on Timeline Maps: Comparison Across Disciplines,” in IEEE Access, vol. 7, pp. 90597-90607, 2019. doi: 10.1109/ACCESS.2019.2925706. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8750853&isnumber=8600701
Wong J, Horwitz MM, Zhou L, Toh S. Using Machine Learning to Identify Health Outcomes from Electronic Health Record Data. Curr Epidemiol Rep. 2018 Dec;5(4):331-342. doi: 10.1007/s40471-018-0165-9. Epub 2018 Sep 20. PMID: 30555773.
Wolfson AR, Zhou L, Li Y, Phadke NA, Chow OA, Blumenthal KG. Drug Rash Eosinophilia and Systemic Symptoms (DRESS) Syndrome Identified in the Electronic Health Record Allergy Module. The Journal of Allergy and Clinical Immunology: In Practice. 2018 Aug 31. pii: S2213-2198(18)30548-8. doi: 10.1016/j.jaip.2018.08.013.
Topaz, M, Schaffer, A, Lai, KH, Korach Z, Einbinder J, Zhou L. Medical Malpractice Trends: Errors in Automated Speech Recognition. J Med Syst (2018) 42: 153. https://doi.org/10.1007/s10916-018-1011-9.
Wang L, Lakin J, Riley C, Korach Z, Frain L, Zhou L. Disease Trajectories and End-of-Life Care for Dementias: Latent Topic Modeling and Trend Analysis Using Clinical Notes. AMIA Annu Symp Proc. 2018 Dec 5;2018:1056-1065. PMID: 30815148 PMCID: PMC6371376.
Tang C, Plasek JM, Xiong Y, Bates DW, Zhou L. Clustering Similar Clinical Documents in Electronic Health Records. International Conference on Data Science, ICDS 2018.
Blumenthal KG, Li Y, Acker WW, Chang Y, Banerji A, Ghaznavi S, Camargo CA, Zhou L. Multiple Drug Intolerance Syndrome and Multiple Drug Allergy Syndrome: Epidemiology and Associations with Anxiety and Depression. Allergy. 2018 Mar 25. doi: 10.1111/all.13440.
Topaz M, Schaffer A, Lai K, Korach T, Einbinder J, Zhou L. Malpractice cases involving allergy information in the electronic health records: implications for safer systems. Perspectives of Health Information Management. 2018: 1-9.
Al Assad W, Topaz M, Tu J, Zhou L. Novel Application of Machine Learning to Evaluate the Adequacy of Information in Radiology Orders. 2017 IEEE International Conference on Bioinformatics and Biomedicine (BIBM).
Tang C, Zhang H, Lai K, She Y, Xiong Y, Zhou L.Developing a Regional Classifier to Track Patient Needs in Medical Literature Using Spiral Timelines on a Geographical Map. 2017 IEEE International Conference on Bioinformatics and Biomedicine (BIBM).
Lai K, Blackley S, Zhou L. Using Mutual Information Clustering to Discover Food Allergen Cross-Reactivity. 2017 IEEE International Conference on Bioinformatics and Biomedicine (BIBM).
Lin KJ, Singer D, Glynn R, Blackley S, Zhou L, Liu J, Dube G, Oertel L, Schneeweiss S. Prediction Score for Anticoagulation Control Quality Among Older Adults. J Am Heart Assoc. 2017 Oct 5;6(10). pii: e006814. doi:10.1161/JAHA.117.006814. Review. PubMed PMID: 28982676; PubMed Central PMCID: PMC5721874.
Wang L, Plasek JM, Topaz M, Zhou L. Content and Trends in Medical Informatics Publications over the Past Two Decades. Stud Health Technol Inform. Stud Health Technol Inform. 2017;245:968-972.
Topaz M, Schaffer A, Acker W, Lai K, Korah Zfania T, Einbinder J, Zhou L. Health Information Technology Involved in Malpractice Cases: Trends Review and Opportunities for Safety Improvement. Stud Health Technol Inform. 2017;244:86. PubMed PMID: 29039390.
Tang C, Zhou L, Plasek J, Rozenblum R, Bates D. Comment Topic Evolution on a Cancer Institution’s Facebook Page. Applied clinical informatics 2017 Aug 23; 8(3):854-65. doi: 10.4338/ACI-2017-04-RA-0055. [published Online First: Epub Date]
Acker WW, Plasek JM, Blumenthal KG, Lai KH, Topaz M, Seger DL, Goss FR, Slight SP, Bates DW, Zhou L. Prevalence of Food Allergies and Intolerances Documented in Electronic Health Records. J Allergy Clin Immunol. 2017 May 23. pii: S0091-6749(17)30672-3. doi: 10.1016/j.jaci.2017.04.006. [Epub ahead of print]
Kowalski LT, Goss FR, Landman AB, Hassid S, Meteer M, Blackley SV, Bates DW, Zhou L. Front-End vs. Back-End Clinical Document Dictation Preferences among Physicians at a Large Integrated Healthcare System. SGIM 2017 Annual Meeting; 2017 April 19-22, Washington, DC.
Zhou L, Collins S, Morgan SJ, Zafar N, Gesner EJ, Fehrenbach M, Rocha RA. A Decade of Experience in Creating and Maintaining Data Elements for Structured Clinical Documentation in EHRs. AMIA Annu Symp Proc. 2017 Feb 10;2016:1293-1302. eCollection 2016. PubMed PMID: 28269927; PubMed Central PMCID: PMC5333263.
Guangjun Yu, Wenbin Cui, Li Zhou, D. W. Bates, Jianlei Gu and Hui Lu, “Implementation of a city-wide Health Information Exchange solution in the largest metropolitan region in China,” 2016 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Shenzhen, 2016, pp. 795-798. doi: 10.1109/BIBM.2016.7822626.
Zhou L, Acker WW, Landman AB, Kontrient E, Doan R, Blackley SV, Mack D, Bates DW, Goss FR. An error analysis of dictated clinical documents at different processing stages. AMIA 2016 Annual Symposium; 2016 Nov 12-16, Chicago, IL.
Lai KH, Riley CS, Blackley SV, Zhou L. Automated classification of symptom severity in initial psychiatric evaluations. 2016 CEGS N-GRID Shared-Tasks and Workshop on Challenges in Natural Language Processing for Clinical Data; 2016 Nov 11, Chicago, IL.
Navathe AS, Zhong F, Lei V, Chang FY, Rocha RA, Zhou L. Identifying patients at high-risk for readmission using socio-behavioral patient characteristics. AcademyHealth 2016 Annual Research Meeting; 2016 Jun 26-28, Boston, MA.
Topaz M, Radhakrishnan K, Lei V, Zhou L. Mining clinicians’ electronic documentation to identify heart failure patients with ineffective self-management: a pilot text-mining study. 13th International Congress in Nursing Informatics (NI2016); 2016 Jun 25-29, Geneva, Switzerland.
Navathe A, Zhong F, Lei VJ, Chang Y, Zhou L. Improving prediction of patients at high-risk for readmission using data from physician notes. 6th Biennial Conference of the American Society of Health Economists (ASHEcon 2016); 2016 Jun 12-15, Philadelphia, PA.
Navathe AS, Zhong F, Lei V, Chang FY, Rocha RA, Zhou L. Improving identification of patients at high-risk for readmission using socio-behavioral patient characteristics. SGIM 2016 Annual Meeting; 2016 May 11-14, Hollywood, FL.
Banerji A, Blumenthal KG, Lai KH, Zhou L. Epidemiology and incidence of ACE inhibitor angioedema utilizing a large electronic health record. AAAAI 2016 Annual Meeting; 2016 Mar 4-7, Los Angeles, CA.
Blumenthal KG, Lai KH, Topaz M, Wickner PG, Seger DL, Goss FR, Slight SP, Chang FY, Zhou L. Reported incidence of hypersensitivity reactions to non-steroidal anti-inflammatory drugs in the electronic health record. AAAAI 2016 Annual Meeting; 2016 Mar 4-7, Los Angeles, CA.
Zhou L, Topaz M, Seger DL, Slight SP, Goss F, Lai K, Wickner PG, Blumenthal K, Dhopeshwarkar N, Chang F, Bates DW. Rising drug allergy alert overrides in a computerized provider order entry system: a decade of experience. AMIA 2015 Annual Symposium; 2015 Nov 14-18, San Francisco, CA.
Topaz M, Lai K, Lei VJ, Dowding D, Zisberg A, Bowles KH, Zhou L. Creating a natural language processing algorithm to identify wound information in narrative clinical notes. Home Healthcare and Hospice Information Technology Conference (H3IT 2015); 2015 Oct 27, Nashville, TN.
Zhou L, Baughman AW, Lei VJ, Lai KH, Navathe AS, Chang F, Sordo M, Topaz M, Zhong F, Murrali M, Navathe S, Rocha RA. Identifying Patients with Depression Using Free-text Clinical Documents. Stud Health Technol Inform. 2015;216:629-33. PMID: 26262127. — Received Best Paper Award Nomination in Medinfo – The 15th World Congress on Medical and Health Informatics / IMIA, São Paulo, Brazil, 2015
Topaz M, Lai K, Dhopeshwarkar N, Seger D, Sa’adon R, Goss F, Rozenblum R, Zhou L. Do patients and clinicians share the same concerns? Aspirin and Lipitor adverse drug reactions in electronic health records and social media. Sağlık Bilişim Zirvesi [Health IT Summit]; 2015 May 8-9, İstanbul, Turkey.
Zhou L, Goldberg H, Pabbathi D, Wright A, Goldman DS, Van Putten C, Barley A, Rocha RA. Terminology Modeling for an Enterprise Laboratory Orders Catalog. AMIA Annu Symp Proc. 2009 Nov:735-739. PMID: 20351950.
=< 2008
Chen ES, Zhou L, Kashyap V, Schaeffer M, Dykes PC, Goldberg HS. Early Experiences in Evolving an Enterprise-Wide Information Model for Laboratory and Clinical Observations. AMIA Annu Symp Proc. 2008 Nov 6:106-10. PMID: 18999078.
Zhou L, Parsons S, Hripcsak G. The Evaluation of a Temporal Reasoning System in Processing Clinical Discharge Summaries. J Am Med Inform Assoc 2008 Jan-Feb; 15(1): 99-106. PMID: 17947618.
Zhou L, Tao Y, Cimino JJ, Chen ES, Liu H, Lussier YA, Hripcsak G, Friedman C. Terminology Model Discovery Using Natural Language Processing and Visualization Techniques. J Biomed Inform 2006 Dec;39(6):626-36. PMID: 16360342.
Zhou L, Melton G, Parsons S, Hripcsak G. A Temporal Constraint Structure for Extracting Temporal Information from Clinical Narrative. J Biomed Inform 2006 Aug; 39(4):424-439. PMID: 16169282.
Zhou L, Hripcsak G. Temporal Reasoning with Medical Data – A Review with Emphasis on Medical Natural Language Processing. J Biomed Inform 2007 Apr;40(2):183-202. PMID: 17317332.
Zhou L, Friedman C, Parsons S, Hripcsak G. System Architecture for Temporal Information Extraction, Representation and Reasoning in Clinical Narrative Reports. AMIA Annu Symp Proc. 2005; 869-873. PMID: 16779164.
