This paper is in the following e-collection/theme issue:

Natural Language Processing (860) Machine Learning (1935) Decision Support for Health Professionals (1452) Electronic Health Records (1259) Generative Language Models Including ChatGPT (618) Falls and Emergency Detection with Sensors and other Technologies (51) Clinical Information and Decision Making (1790) Artificial Intelligence (1968)

Published on in Vol 12 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/48995, first published .
BERT-Based Neural Network for Inpatient Fall Detection From Electronic Medical Records: Retrospective Cohort Study

BERT-Based Neural Network for Inpatient Fall Detection From Electronic Medical Records: Retrospective Cohort Study

BERT-Based Neural Network for Inpatient Fall Detection From Electronic Medical Records: Retrospective Cohort Study

Authors of this article:

Cheligeer Cheligeer1, 2 Author Orcid Image ;   Guosong Wu1, 3 Author Orcid Image ;   Seungwon Lee1, 2 Author Orcid Image ;   Jie Pan1, 3 Author Orcid Image ;   Danielle A Southern1 Author Orcid Image ;   Elliot A Martin1, 2 Author Orcid Image ;   Natalie Sapiro1 Author Orcid Image ;   Cathy A Eastwood1, 3 Author Orcid Image ;   Hude Quan1, 3 Author Orcid Image ;   Yuan Xu1, 3, 4, 5 Author Orcid Image
Article Authors Cited by (9) Tweetations (3) Metrics

Journals

  1. Xie F, Lee M, Allahwerdy S, Getahun D, Wessler B, Chen W. Identifying the Severity of Heart Valve Stenosis and Regurgitation Among a Diverse Population Within an Integrated Health Care System: Natural Language Processing Approach. JMIR Cardio 2024;8:e60503 View
  2. Cheligeer K, Wu G, Laws A, Quan M, Li A, Brisson A, Xie J, Xu Y. Validation of large language models for detecting pathologic complete response in breast cancer using population-based pathology reports. BMC Medical Informatics and Decision Making 2024;24(1) View
  3. Taseh A, Sasanfar S, Chan M, Sirls E, Nazarian A, Batmanghelich K, Bean J, Ashkani-Esfahani S. Performance of Natural Language Processing versus International Classification of Diseases Codes in Building Registries for Patients With Fall Injury: Retrospective Analysis. JMIR Medical Informatics 2025;13:e66973 View
  4. Paek H, Fortinsky R, Lee K, Huang L, Maghaydah Y, Kuchel G, Wang X. Real-World Insights Into Dementia Diagnosis Trajectory and Clinical Practice Patterns Unveiled by Natural Language Processing: Development and Usability Study. JMIR Aging 2025;8:e65221 View
  5. Cheligeer C, Southern D, Yan J, Wu G, Pan J, Lee S, Martin E, Jafarpour H, Eastwood C, Zeng Y, Quan H. Utilizing large language models for detecting hospital-acquired conditions: an empirical study on pulmonary embolism. Journal of the American Medical Informatics Association 2025;32(5):876 View
  6. Dorémus O, Russon D, Contrand B, Guerra-Adames A, Avalos-Fernandez M, Gil-Jardiné C, Lagarde E. Harnessing Moderate-Sized Language Models for Reliable Patient Data Deidentification in Emergency Department Records: Algorithm Development, Validation, and Implementation Study. JMIR AI 2025;4:e57828 View
  7. Sumsion D, Davis E, Fernandes M, Wei R, Milde R, Veltink J, Kong W, Xiong Y, Rao S, Westover T, Petersen L, Turley N, Singh A, Buss S, Mukerji S, Zafar S, Das S, Junior V, Ghanta M, Gupta A, Kim J, Stone K, Mignot E, Hwang D, Trotti L, Clifford G, Katwa U, Thomas R, Westover M, Sun H. Identification of Patients With Congestive Heart Failure From the Electronic Health Records of Two Hospitals: Retrospective Study. JMIR Medical Informatics 2025;13:e64113 View
  8. Wang Y, Magrabi F. Assessing the transferability of BERT to patient safety: classifying multiple types of incident reports. BMJ Health & Care Informatics 2025;32(1):e101146 View

Conference Proceedings

  1. Tabashum T, Wang S, Krzak J, Kruger K, Graf A, Chafetz R, Davids J, Bagley A, Woloff J, Sienko S, Bauer J, Albert M. 2024 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI). Language Models for Fall Risk Assessment in Children With Cerebral Palsy Using Electronic Medical Records View