[HTML][HTML] Natural language processing–enabled and conventional data capture methods for input to electronic health records: a comparative usability study

DR Kaufman, B Sheehan, P Stetson… - JMIR medical …, 2016 - medinform.jmir.org
Background: The process of documentation in electronic health records (EHRs) is known to
be time consuming, inefficient, and cumbersome. The use of dictation coupled with manual …

[HTML][HTML] Assessing the performance of clinical natural language processing systems: development of an evaluation methodology

L Canales, S Menke, S Marchesseau… - JMIR Medical …, 2021 - medinform.jmir.org
Background: Clinical natural language processing (cNLP) systems are of crucial importance
due to their increasing capability in extracting clinically important information from free text …

[HTML][HTML] Practical considerations for developing clinical natural language processing systems for population health management and measurement

S Tamang, M Humbert-Droz… - JMIR Medical …, 2023 - medinform.jmir.org
Experts have noted a concerning gap between clinical natural language processing (NLP)
research and real-world applications, such as clinical decision support. To help address this …

[HTML][HTML] Extracting medical information from free-text and unstructured patient-generated health data using natural language processing methods: feasibility study with …

E Sezgin, SA Hussain, S Rust… - JMIR Formative …, 2023 - formative.jmir.org
Background Patient-generated health data (PGHD) captured via smart devices or digital
health technologies can reflect an individual health journey. PGHD enables tracking and …

[HTML][HTML] Deployment of a free-text analytics platform at a UK national health service research hospital: Cogstack at University College London Hospitals

K Noor, L Roguski, X Bai, A Handy… - JMIR Medical …, 2022 - medinform.jmir.org
Background: As more health care organizations transition to using electronic health record
(EHR) systems, it is important for these organizations to maximize the secondary use of their …

[HTML][HTML] Improving the efficacy of the data entry process for clinical research with a natural language processing–driven medical information extraction system …

J Han, K Chen, L Fang, S Zhang, F Wang… - JMIR medical …, 2019 - medinform.jmir.org
Background: The growing interest in observational trials using patient data from electronic
medical records poses challenges to both efficiency and quality of clinical data collection …

[HTML][HTML] Health natural language processing: methodology development and applications

T Hao, Z Huang, L Liang, H Weng… - JMIR medical …, 2021 - medinform.jmir.org
With the rapid growth of information technology, the necessity for processing substantial
amounts of health data using advanced information technologies is increasing. A large …

[HTML][HTML] A framework (SOCRATex) for hierarchical annotation of unstructured electronic health records and integration into a standardized medical database …

J Park, SC You, E Jeong, C Weng, D Park… - JMIR medical …, 2021 - medinform.jmir.org
Background Although electronic health records (EHRs) have been widely used in secondary
assessments, clinical documents are relatively less utilized owing to the lack of standardized …

[HTML][HTML] Defining patient-oriented natural language processing: a new paradigm for research and development to facilitate adoption and use by medical experts

A Sarker, MA Al-Garadi, YC Yang, J Choi… - JMIR Medical …, 2021 - medinform.jmir.org
The capabilities of natural language processing (NLP) methods have expanded significantly
in recent years, and progress has been particularly driven by advances in data science and …

[HTML][HTML] Ranking medical terms to support expansion of lay language resources for patient comprehension of electronic health record notes: adapted distant …

J Chen, AN Jagannatha, SJ Fodeh… - JMIR medical …, 2017 - medinform.jmir.org
Background: Medical terms are a major obstacle for patients to comprehend their electronic
health record (EHR) notes. Clinical natural language processing (NLP) systems that link …