Published on in Vol 7, No 3 (2019): Jul-Sep
Journals
- Xu D, Gopale M, Zhang J, Brown K, Begoli E, Bethard S. Unified Medical Language System resources improve sieve-based generation and Bidirectional Encoder Representations from Transformers (BERT)–based ranking for concept normalization. Journal of the American Medical Informatics Association 2020;27(10):1510 View
- Park B, Afzal M, Hussain J, Abbas A, Lee S. Automatic Identification of High Impact Relevant Articles to Support Clinical Decision Making Using Attention-Based Deep Learning. Electronics 2020;9(9):1364 View
- Li L, Wang P, Yan J, Wang Y, Li S, Jiang J, Sun Z, Tang B, Chang T, Wang S, Liu Y. Real-world data medical knowledge graph: construction and applications. Artificial Intelligence in Medicine 2020;103:101817 View
- Colicchio T, Dissanayake P, Cimino J. Formal representation of patients’ care context data: the path to improving the electronic health record. Journal of the American Medical Informatics Association 2020;27(11):1648 View
- Kang H, Li J, Wu M, Shen L, Hou L. Building a Pharmacogenomics Knowledge Model Toward Precision Medicine: Case Study in Melanoma. JMIR Medical Informatics 2020;8(10):e20291 View
- Jim H, Hoogland A, Brownstein N, Barata A, Dicker A, Knoop H, Gonzalez B, Perkins R, Rollison D, Gilbert S, Nanda R, Berglund A, Mitchell R, Johnstone P. Innovations in research and clinical care using patient‐generated health data. CA: A Cancer Journal for Clinicians 2020;70(3):182 View
- Kersloot M, van Putten F, Abu-Hanna A, Cornet R, Arts D. Natural language processing algorithms for mapping clinical text fragments onto ontology concepts: a systematic review and recommendations for future studies. Journal of Biomedical Semantics 2020;11(1) View
- Qin Q, Zhao S, Liu C, Hassanien A. A BERT‐BiGRU‐CRF Model for Entity Recognition of Chinese Electronic Medical Records. Complexity 2021;2021(1) View
- Tahayori B, Chini‐Foroush N, Akhlaghi H. Advanced natural language processing technique to predict patient disposition based on emergency triage notes. Emergency Medicine Australasia 2021;33(3):480 View
- Kim Y, Lee J, Choi S, Lee J, Kim J, Seok J, Joo H. Validation of deep learning natural language processing algorithm for keyword extraction from pathology reports in electronic health records. Scientific Reports 2020;10(1) View
- Ji Y, Zhou Z, Liu H, Davuluri R, Kelso J. DNABERT: pre-trained Bidirectional Encoder Representations from Transformers model for DNA-language in genome. Bioinformatics 2021;37(15):2112 View
- Lu Z, Wang J, Li X. Revealing Opinions for COVID-19 Questions Using a Context Retriever, Opinion Aggregator, and Question-Answering Model: Model Development Study. Journal of Medical Internet Research 2021;23(3):e22860 View
- Lee H, Kang J, Yeo J. Medical Specialty Recommendations by an Artificial Intelligence Chatbot on a Smartphone: Development and Deployment. Journal of Medical Internet Research 2021;23(5):e27460 View
- Mitra A, Rawat B, McManus D, Yu H. Relation Classification for Bleeding Events From Electronic Health Records Using Deep Learning Systems: An Empirical Study. JMIR Medical Informatics 2021;9(7):e27527 View
- Emmert-Streib F. Grand Challenges for Artificial Intelligence in Molecular Medicine. Frontiers in Molecular Medicine 2021;1 View
- Percha B. Modern Clinical Text Mining: A Guide and Review. Annual Review of Biomedical Data Science 2021;4(1):165 View
- Miftahutdinov Z, Kadurin A, Kudrin R, Tutubalina E, Wren J. Medical concept normalization in clinical trials with drug and disease representation learning. Bioinformatics 2021;37(21):3856 View
- Kumar V, Reforgiato Recupero D, Helaoui R, Riboni D. K-LM: Knowledge Augmenting in Language Models Within the Scholarly Domain. IEEE Access 2022;10:91802 View
- Tamine L, Goeuriot L. Semantic Information Retrieval on Medical Texts. ACM Computing Surveys 2022;54(7):1 View
- Krishnan R, Rajpurkar P, Topol E. Self-supervised learning in medicine and healthcare. Nature Biomedical Engineering 2022;6(12):1346 View
- Mitchell J, Szepietowski P, Howard R, Reisman P, Jones J, Lewis P, Fridley B, Rollison D. A Question-and-Answer System to Extract Data From Free-Text Oncological Pathology Reports (CancerBERT Network): Development Study. Journal of Medical Internet Research 2022;24(3):e27210 View
- Caskey J, McConnell I, Oguss M, Dligach D, Kulikoff R, Grogan B, Gibson C, Wimmer E, DeSalvo T, Nyakoe-Nyasani E, Churpek M, Afshar M. Identifying COVID-19 Outbreaks From Contact-Tracing Interview Forms for Public Health Departments: Development of a Natural Language Processing Pipeline. JMIR Public Health and Surveillance 2022;8(3):e36119 View
- Nair L, Shivani M, Jo Cheriyan S. Enabling Remote School Education using Knowledge Graphs and Deep Learning Techniques. Procedia Computer Science 2022;215:618 View
- Park W, Siddiqui I, Chakraborty C, Qureshi N, Shin D. Scarcity-aware spam detection technique for big data ecosystem. Pattern Recognition Letters 2022;157:67 View
- Guo S, Yang W, Han L, Song X, Wang G. A multi-layer soft lattice based model for Chinese clinical named entity recognition. BMC Medical Informatics and Decision Making 2022;22(1) View
- Kariampuzha W, Alyea G, Qu S, Sanjak J, Mathé E, Sid E, Chatelaine H, Yadaw A, Xu Y, Zhu Q. Precision information extraction for rare disease epidemiology at scale. Journal of Translational Medicine 2023;21(1) View
- Kanaparthi V. Examining Natural Language Processing Techniques in the Education and Healthcare Fields. International Journal of Engineering and Advanced Technology 2022;12(2):8 View
- Li L, Zhai Y, Gao J, Wang L, Hou L, Zhao J. Stacking-BERT model for Chinese medical procedure entity normalization. Mathematical Biosciences and Engineering 2022;20(1):1018 View
- Kawazoe Y, Shimamoto K, Shibata D, Shinohara E, Kawaguchi H, Yamamoto T. Impact of a Clinical Text–Based Fall Prediction Model on Preventing Extended Hospital Stays for Elderly Inpatients: Model Development and Performance Evaluation. JMIR Medical Informatics 2022;10(7):e37913 View
- Brisk R, Bond R, Finlay D, McLaughlin J, Piadlo A, McEneaney D. WaSP-ECG: A Wave Segmentation Pretraining Toolkit for Electrocardiogram Analysis. Frontiers in Physiology 2022;13 View
- Olthof A, van Ooijen P, Cornelissen L. Deep Learning-Based Natural Language Processing in Radiology: The Impact of Report Complexity, Disease Prevalence, Dataset Size, and Algorithm Type on Model Performance. Journal of Medical Systems 2021;45(10) View
- Wan C, Ge X, Wang J, Zhang X, Yu Y, Hu J, Liu Y, Ma H. Identification and Impact Analysis of Family History of Psychiatric Disorder in Mood Disorder Patients With Pretrained Language Model. Frontiers in Psychiatry 2022;13 View
- Wang K, Wang Z, Usman M. Deep Learning Models and Social Governance Guided by Fair Policies. Scientific Programming 2022;2022:1 View
- Nassiri K, Akhloufi M. Transformer models used for text-based question answering systems. Applied Intelligence 2023;53(9):10602 View
- Li I, Pan J, Goldwasser J, Verma N, Wong W, Nuzumlalı M, Rosand B, Li Y, Zhang M, Chang D, Taylor R, Krumholz H, Radev D. Neural Natural Language Processing for unstructured data in electronic health records: A review. Computer Science Review 2022;46:100511 View
- Segura-Bedmar I, Camino-Perdones D, Guerrero-Aspizua S. Exploring deep learning methods for recognizing rare diseases and their clinical manifestations from texts. BMC Bioinformatics 2022;23(1) View
- Piao C, Lv M, Wang S, Zhou R, Wang Y, Wei J, Liu J. Multi-objective data enhancement for deep learning-based ultrasound analysis. BMC Bioinformatics 2022;23(1) View
- Colicchio T, Liang W, Dissanayake P, Do Rosario C, Cimino J. Physicians' perceptions about a semantically integrated display for chart review: A Multi-Specialty survey. International Journal of Medical Informatics 2022;163:104788 View
- Bannour N, Wajsbürt P, Rance B, Tannier X, Névéol A. Privacy-preserving mimic models for clinical named entity recognition in French. Journal of Biomedical Informatics 2022;130:104073 View
- Frei J, Soto-Rey I, Kramer F, Banerjee I. DrNote: An open medical annotation service. PLOS Digital Health 2022;1(8):e0000086 View
- Richter-Pechanski P, Geis N, Kiriakou C, Schwab D, Dieterich C. Automatic extraction of 12 cardiovascular concepts from German discharge letters using pre-trained language models. DIGITAL HEALTH 2021;7 View
- Lin C, Hsu K, Liang C, Lee T, Liou C, Lee J, Peng T, Shih C, Fann Y. A disease-specific language representation model for cerebrovascular disease research. Computer Methods and Programs in Biomedicine 2021;211:106446 View
- Vyas S, Shabaz M, Pandit P, Parvathy L, Ofori I, AL-Farga A. Integration of Artificial Intelligence and Blockchain Technology in Healthcare and Agriculture. Journal of Food Quality 2022;2022:1 View
- Khurshid S, Reeder C, Harrington L, Singh P, Sarma G, Friedman S, Di Achille P, Diamant N, Cunningham J, Turner A, Lau E, Haimovich J, Al-Alusi M, Wang X, Klarqvist M, Ashburner J, Diedrich C, Ghadessi M, Mielke J, Eilken H, McElhinney A, Derix A, Atlas S, Ellinor P, Philippakis A, Anderson C, Ho J, Batra P, Lubitz S. Cohort design and natural language processing to reduce bias in electronic health records research. npj Digital Medicine 2022;5(1) View
- Li S, Hickey G, Lander M, Kanwar M. Artificial Intelligence and Mechanical Circulatory Support. Heart Failure Clinics 2022;18(2):301 View
- Frei J, Kramer F. German Medical Named Entity Recognition Model and Data Set Creation Using Machine Translation and Word Alignment: Algorithm Development and Validation. JMIR Formative Research 2023;7:e39077 View
- López-García G, Jerez J, Ribelles N, Alba E, Veredas F. Explainable clinical coding with in-domain adapted transformers. Journal of Biomedical Informatics 2023;139:104323 View
- Roitero K, Portelli B, Popescu M, Mea V. DiLBERT: Cheap Embeddings for Disease Related Medical NLP. IEEE Access 2021;9:159714 View
- Shoeibi A, Moridian P, Khodatars M, Ghassemi N, Jafari M, Alizadehsani R, Kong Y, Gorriz J, Ramírez J, Khosravi A, Nahavandi S, Acharya U. An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future works. Computers in Biology and Medicine 2022;149:106053 View
- Zhang A, Xing L, Zou J, Wu J. Shifting machine learning for healthcare from development to deployment and from models to data. Nature Biomedical Engineering 2022;6(12):1330 View
- Alzubi R, Alzoubi H, Katsigiannis S, West D, Ramzan N. Automated Detection of Substance-Use Status and Related Information from Clinical Text. Sensors 2022;22(24):9609 View
- Wu X, Duan J, Pan Y, Li M. Medical Knowledge Graph: Data Sources, Construction, Reasoning, and Applications. Big Data Mining and Analytics 2023;6(2):201 View
- Park C, Yi P, Al Yousif H, Wang K. Machine vs. Radiologist-Based Translations of RadLex: Implications for Multi-language Report Interoperability. Journal of Digital Imaging 2022;35(3):660 View
- Jupin-Delevaux É, Djahnine A, Talbot F, Richard A, Gouttard S, Mansuy A, Douek P, Si-Mohamed S, Boussel L. BERT-based natural language processing analysis of French CT reports: Application to the measurement of the positivity rate for pulmonary embolism. Research in Diagnostic and Interventional Imaging 2023;6:100027 View
- Zhang Y, Li X, Liu Y, Li A, Yang X, Tang X. A Multilabel Text Classifier of Cancer Literature at the Publication Level: Methods Study of Medical Text Classification. JMIR Medical Informatics 2023;11:e44892 View
- Ding J, Qiao Y, Zhang L. Plant disease prescription recommendation based on electronic medical records and sentence embedding retrieval. Plant Methods 2023;19(1) View
- Wang M, Sushil M, Miao B, Butte A. Bottom-up and top-down paradigms of artificial intelligence research approaches to healthcare data science using growing real-world big data. Journal of the American Medical Informatics Association 2023;30(7):1323 View
- Chen Y, Li X, Li A, Li Y, Yang X, Lin Z, Yu S, Tang X. A Deep Learning Model for the Normalization of Institution Names by Multisource Literature Feature Fusion: Algorithm Development Study. JMIR Formative Research 2023;7:e47434 View
- Houssein E, Mohamed R, Ali A. Heart disease risk factors detection from electronic health records using advanced NLP and deep learning techniques. Scientific Reports 2023;13(1) View
- Wang B, Xie Q, Pei J, Chen Z, Tiwari P, Li Z, Fu J. Pre-trained Language Models in Biomedical Domain: A Systematic Survey. ACM Computing Surveys 2024;56(3):1 View
- Frei J, Frei-Stuber L, Kramer F. GERNERMED++: Semantic annotation in German medical NLP through transfer-learning, translation and word alignment. Journal of Biomedical Informatics 2023;147:104513 View
- Unger S, Raak C, Ostermann T. Reliability and Performance of the Online Literature Database CAMbase after Changing from a Semantic Search to a Score Ranking Algorithm. SN Computer Science 2023;4(5) View
- Wornow M, Xu Y, Thapa R, Patel B, Steinberg E, Fleming S, Pfeffer M, Fries J, Shah N. The shaky foundations of large language models and foundation models for electronic health records. npj Digital Medicine 2023;6(1) View
- Kumari N, Singh P. Hindi Text Summarization Using Sequence to Sequence Neural Network. ACM Transactions on Asian and Low-Resource Language Information Processing 2023;22(10):1 View
- Ahmad P, Liu Y, Khan K, Jiang T, Burhan U. BIR: Biomedical Information Retrieval System for Cancer Treatment in Electronic Health Record Using Transformers. Sensors 2023;23(23):9355 View
- Vithanage D, Yu P, Wang L, Deng C. Contextual Word Embedding for Biomedical Knowledge Extraction: a Rapid Review and Case Study. Journal of Healthcare Informatics Research 2024;8(1):158 View
- Wang L, Ma Y, Bi W, Lv H, Li Y. An Entity Extraction Pipeline for Medical Text Records Using Large Language Models: Analytical Study. Journal of Medical Internet Research 2024;26:e54580 View
- Yang T, Sucholutsky I, Jen K, Schonlau M. exKidneyBERT: a language model for kidney transplant pathology reports and the crucial role of extended vocabularies. PeerJ Computer Science 2024;10:e1888 View
- Chen C, Chang C. Effectiveness of AI-assisted game-based learning on science learning outcomes, intrinsic motivation, cognitive load, and learning behavior. Education and Information Technologies 2024;29(14):18621 View
- Yang H, Zhu D, He S, Xu Z, Liu Z, Zhang W, Cai J. Enhancing psychiatric rehabilitation outcomes through a multimodal multitask learning model based on BERT and TabNet: An approach for personalized treatment and improved decision-making. Psychiatry Research 2024;336:115896 View
- Zeinali N, Albashayreh A, Fan W, White S. Symptom-BERT: Enhancing Cancer Symptom Detection in EHR Clinical Notes. Journal of Pain and Symptom Management 2024;68(2):190 View
- Tran H, Yang Z, Yao Z, Yu H. BioInstruct: instruction tuning of large language models for biomedical natural language processing. Journal of the American Medical Informatics Association 2024;31(9):1821 View
- Nerella S, Bandyopadhyay S, Zhang J, Contreras M, Siegel S, Bumin A, Silva B, Sena J, Shickel B, Bihorac A, Khezeli K, Rashidi P. Transformers and large language models in healthcare: A review. Artificial Intelligence in Medicine 2024;154:102900 View
- Preuss N, Alshehri A, You F. Large language models for life cycle assessments: Opportunities, challenges, and risks. Journal of Cleaner Production 2024;466:142824 View
- Huisman T, Huisman T. Artificial Intelligence in Newborn Medicine. Newborn 2024;3(2):96 View
- Marchena Sekli G. The research landscape on generative artificial intelligence: a bibliometric analysis of transformer-based models. Kybernetes 2024 View
- Meshkin H, Zirkle J, Arabidarrehdor G, Chaturbedi A, Chakravartula S, Mann J, Thrasher B, Li Z. Harnessing large language models’ zero-shot and few-shot learning capabilities for regulatory research. Briefings in Bioinformatics 2024;25(5) View
- Han P, Li X, Zhang Z, Zhong Y, Gu L, Hua Y, Li X. CMCN: Chinese medical concept normalization using continual learning and knowledge-enhanced. Artificial Intelligence in Medicine 2024;157:102965 View
- Panagides R, Fu S, Jung S, Singh A, Eluvathingal Muttikkal R, Broad R, Meakem T, Hamilton R. Enhancing Literature Review Efficiency: A Case Study on Using Fine-Tuned BERT for Classifying Focused Ultrasound-Related Articles. AI 2024;5(3):1670 View
- Attai K, Ekpenyong M, Amannah C, Asuquo D, Ajuga P, Obot O, Johnson E, John A, Maduka O, Akwaowo C, Uzoka F. Enhancing the Interpretability of Malaria and Typhoid Diagnosis with Explainable AI and Large Language Models. Tropical Medicine and Infectious Disease 2024;9(9):216 View
- Renc P, Jia Y, Samir A, Was J, Li Q, Bates D, Sitek A. Zero shot health trajectory prediction using transformer. npj Digital Medicine 2024;7(1) View
- Chang E, Sung S. Use of SNOMED CT in Large Language Models: Scoping Review. JMIR Medical Informatics 2024;12:e62924 View
- He R, Sarwal V, Qiu X, Zhuang Y, Zhang L, Liu Y, Chiang J. Generative AI models in time varying biomedical data: a systematic review (Preprint). Journal of Medical Internet Research 2024 View
- Cho H, Jun T, Kim Y, Kang H, Ahn I, Gwon H, Kim Y, Seo J, Choi H, Kim M, Han J, Kee G, Park S, Ko S. Task-Specific Transformer-Based Language Models in Health Care: Scoping Review. JMIR Medical Informatics 2024;12:e49724 View
- Khalate P, Gite S, Pradhan B, Lee C. Advancements and gaps in natural language processing and machine learning applications in healthcare: a comprehensive review of electronic medical records and medical imaging. Frontiers in Physics 2024;12 View
- Zhang X, Zhao G, Ren Y, Wang W, Cai W, Zhao Y, Zhang X, Liu J. Data augmented large language models for medical record generation. Applied Intelligence 2025;55(2) View
- Ameli N, Firoozi T, Gibson M, Lai H, Cheungpasitporn W. Classification of periodontitis stage and grade using natural language processing techniques. PLOS Digital Health 2024;3(12):e0000692 View
Books/Policy Documents
- Blinov P, Avetisian M, Kokh V, Umerenkov D, Tuzhilin A. Artificial Intelligence in Medicine. View
- Zhu R, Tu X, Huang J. Data Analytics in Biomedical Engineering and Healthcare. View
- Lin H, Yang L, Wang P. Trends and Applications in Information Systems and Technologies. View
- Jia G, Zhu W, Tang J, Zhang W. HCI in Business, Government and Organizations. View
- Guo S, Han L, Yang W. Clinical Chinese Named Entity Recognition in Natural Language Processing. View
- Arideh M, Taboada M. New Trends in Disruptive Technologies, Tech Ethics and Artificial Intelligence. View
- Arideh M, Taboada M, Martínez D. Proceedings of the Future Technologies Conference (FTC) 2023, Volume 3. View