Search Results - "Fu, Sunyang"
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MedSTS: a resource for clinical semantic textual similarity
Published in Language resources and evaluation (01-03-2020)“…The adoption of electronic health records (EHRs) has enabled a wide range of applications leveraging EHR data. However, the meaningful use of EHR data largely…”
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Use of Natural Language Processing Algorithms to Identify Common Data Elements in Operative Notes for Total Hip Arthroplasty
Published in Journal of bone and joint surgery. American volume (06-11-2019)“…BACKGROUND:Manual chart review is labor-intensive and requires specialized knowledge possessed by highly trained medical professionals. Natural language…”
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Use of Natural Language Processing Algorithms to Identify Common Data Elements in Operative Notes for Knee Arthroplasty
Published in The Journal of arthroplasty (01-03-2021)“…Natural language processing (NLP) methods have the capability to process clinical free text in electronic health records, decreasing the need for costly manual…”
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Desiderata for delivering NLP to accelerate healthcare AI advancement and a Mayo Clinic NLP-as-a-service implementation
Published in NPJ digital medicine (17-12-2019)“…Data is foundational to high-quality artificial intelligence (AI). Given that a substantial amount of clinically relevant information is embedded in…”
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Automated Detection of Periprosthetic Joint Infections and Data Elements Using Natural Language Processing
Published in The Journal of arthroplasty (01-02-2021)“…Periprosthetic joint infection (PJI) data elements are contained in both structured and unstructured documents in electronic health records and require manual…”
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Characterizing the progression from mild cognitive impairment to dementia: a network analysis of longitudinal clinical visits
Published in BMC medical informatics and decision making (18-10-2024)“…With the recent surge in the utilization of electronic health records for cognitive decline, the research community has turned its attention to conducting…”
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Assessing document section heterogeneity across multiple electronic health record systems for computational phenotyping: A case study of heart-failure phenotyping algorithm
Published in PloS one (31-03-2023)“…The incorporation of information from clinical narratives is critical for computational phenotyping. The accurate interpretation of clinical terms highly…”
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Considerations for Quality Control Monitoring of Machine Learning Models in Clinical Practice
Published in JMIR medical informatics (28-06-2024)“…Integrating machine learning (ML) models into clinical practice presents a challenge of maintaining their efficacy over time. While existing literature offers…”
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Recommended practices and ethical considerations for natural language processing‐assisted observational research: A scoping review
Published in Clinical and translational science (01-03-2023)“…An increasing number of studies have reported using natural language processing (NLP) to assist observational research by extracting clinical information from…”
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Association of Incidentally Discovered Covert Cerebrovascular Disease Identified Using Natural Language Processing and Future Dementia
Published in Journal of the American Heart Association (03-01-2023)“…Background Covert cerebrovascular disease (CCD) has been shown to be associated with dementia in population-based studies with magnetic resonance imaging (MRI)…”
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Computational drug repurposing based on electronic health records: a scoping review
Published in NPJ digital medicine (14-06-2022)“…Computational drug repurposing methods adapt Artificial intelligence (AI) algorithms for the discovery of new applications of approved or investigational…”
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Assessment of the impact of EHR heterogeneity for clinical research through a case study of silent brain infarction
Published in BMC medical informatics and decision making (30-03-2020)“…The rapid adoption of electronic health records (EHRs) holds great promise for advancing medicine through practice-based knowledge discovery. However, the…”
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Agreement between neuroimages and reports for natural language processing-based detection of silent brain infarcts and white matter disease
Published in BMC neurology (11-05-2021)“…There are numerous barriers to identifying patients with silent brain infarcts (SBIs) and white matter disease (WMD) in routine clinical care. A natural…”
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The ENACT network is acting on housing instability and the unhoused using the open health natural language processing toolkit
Published in Journal of clinical and translational science (2024)“…Abstract Housing is an environmental social determinant of health that is linked to mortality and clinical outcomes. We developed a lexicon of housing-related…”
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Statins are rarely prescribed for incidentally discovered covert cerebrovascular disease: a retrospective cohort in a large electronic health record (EHR) identified using natural language processing
Published in BMJ neurology open (01-11-2024)“…Introduction While incidentally discovered covert cerebrovascular diseases (id-CCD) are associated with future stroke, it is not known if patients with id-CCD…”
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A framework for human evaluation of large language models in healthcare derived from literature review
Published in NPJ digital medicine (28-09-2024)“…With generative artificial intelligence (GenAI), particularly large language models (LLMs), continuing to make inroads in healthcare, assessing LLMs with human…”
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Quality assessment of functional status documentation in EHRs across different healthcare institutions
Published in Frontiers in digital health (27-09-2022)“…The secondary use of electronic health records (EHRs) faces challenges in the form of varying data quality-related issues. To address that, we retrospectively…”
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Acquisition of a Lexicon for Family History Information: Bidirectional Encoder Representations From Transformers-Assisted Sublanguage Analysis
Published in JMIR medical informatics (27-06-2023)“…A patient's family history (FH) information significantly influences downstream clinical care. Despite this importance, there is no standardized method to…”
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The IMPACT framework and implementation for accessible in silico clinical phenotyping in the digital era
Published in NPJ digital medicine (21-07-2023)“…Clinical phenotyping is often a foundational requirement for obtaining datasets necessary for the development of digital health applications. Traditionally…”
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Impact of Diverse Data Sources on Computational Phenotyping
Published in Frontiers in genetics (03-06-2020)“…Electronic health records (EHRs) are widely adopted with a great potential to serve as a rich, integrated source of phenotype information. Computational…”
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