A Hybrid Reporting Platform for Extended RadLex Coding Combining Structured Reporting Templates and Natural Language Processing
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Digital Imaging"
DOI: 10.1007/s10278-020-00342-0
Abstract: Structured reporting is a favorable and sustainable form of reporting in radiology. Among its advantages are better presentation, clearer nomenclature, and higher quality. By using MRRT-compliant templates, the content of the categorized items (e.g., select… read more here.
Keywords: reporting; free text; hybrid reporting; structured reporting ... See more keywords
Analyzing free-text survey responses: An accessible strategy for developing patient-centered programs and program evaluation.
Sign Up to like & getrecommendations! Published in 2019 at "Evaluation and program planning"
DOI: 10.1016/j.evalprogplan.2019.101733
Abstract: Despite widespread availability of yoga in the Veterans Health Administration (VA), it remains unclear how to best evaluate yoga programs. This is particularly problematic for programs aimed at veterans with mental health concerns, as evaluation… read more here.
Keywords: patient centered; free text; program; evaluation ... See more keywords
Looking for low vision: Predicting visual prognosis by fusing structured and free-text data from electronic health records
Sign Up to like & getrecommendations! Published in 2022 at "International journal of medical informatics"
DOI: 10.1016/j.ijmedinf.2021.104678
Abstract: INTRODUCTION Low vision rehabilitation improves quality-of-life for visually impaired patients, but referral rates fall short of national guidelines. Automatically identifying, from electronic health records (EHR), patients with poor visual prognosis could allow targeted referrals to… read more here.
Keywords: vision; prognosis; ophthalmology; free text ... See more keywords
LATTE: A knowledge-based method to normalize various expressions of laboratory test results in free text of Chinese electronic health records
Sign Up to like & getrecommendations! Published in 2020 at "Journal of biomedical informatics"
DOI: 10.1016/j.jbi.2019.103372
Abstract: BACKGROUND A wealth of clinical information is buried in free text of electronic health records (EHR), and converting clinical information to machine-understandable form is crucial for the secondary use of EHRs. Laboratory test results, as… read more here.
Keywords: laboratory test; free text; method; test results ... See more keywords
Predicting adult neuroscience intensive care unit admission from emergency department triage using a retrospective, tabular-free text machine learning approach
Sign Up to like & getrecommendations! Published in 2021 at "Scientific Reports"
DOI: 10.1038/s41598-021-80985-3
Abstract: Early admission to the neurosciences intensive care unit (NSICU) is associated with improved patient outcomes. Natural language processing offers new possibilities for mining free text in electronic health record data. We sought to develop a… read more here.
Keywords: machine learning; admission; free text; model ... See more keywords
Pseudo-randomized testing of a discharge medication alert to reduce free-text prescribing.
Sign Up to like & getrecommendations! Published in 2023 at "Applied clinical informatics"
DOI: 10.1055/a-2068-6940
Abstract: BACKGROUND Pseudo-randomized testing can be applied to perform rigorous yet practical evaluations of clinical decision support tools. We apply this methodology to an interruptive alert aimed at reducing free-text prescriptions. Using free-text instead of structured… read more here.
Keywords: medication; pseudo randomized; free text; randomized testing ... See more keywords
The Pipeline for Standardizing Russian Unstructured Allergy Anamnesis Using FHIR AllergyIntolerance Resource.
Sign Up to like & getrecommendations! Published in 2021 at "Methods of information in medicine"
DOI: 10.1055/s-0041-1733945
Abstract: BACKGROUND The larger part of essential medical knowledge is stored as free text which is complicated to process. Standardization of medical narratives is an important task for data exchange, integration, and semantic interoperability. OBJECTIVES The… read more here.
Keywords: allergy anamnesis; medicine; anamnesis using; pipeline ... See more keywords
Automated Identification of Clinical Procedures in Free-Text Electronic Clinical Records with a Low-Code Named Entity Recognition Workflow.
Sign Up to like & getrecommendations! Published in 2022 at "Methods of information in medicine"
DOI: 10.1055/s-0042-1749358
Abstract: INTRODUCTION Clinical procedures are often performed in outpatient clinics without prior scheduling at the administrative level, and documentation of the procedure often occurs solely in free-text clinical electronic notes. Natural language processing (NLP), particularly named… read more here.
Keywords: text electronic; free text; clinical procedures; low code ... See more keywords
A Qualitative Description of Clinician Free-Text Rationales Entered within Accountable Justification Interventions
Sign Up to like & getrecommendations! Published in 2022 at "Applied Clinical Informatics"
DOI: 10.1055/s-0042-1756366
Abstract: Background Requiring accountable justifications—visible, clinician-recorded explanations for not following a clinical decision support (CDS) alert—has been used to steer clinicians away from potentially guideline-discordant decisions. Understanding themes from justifications across clinical content areas may reveal… read more here.
Keywords: free text; qualitative description; justification interventions; accountable justification ... See more keywords
A neuro-symbolic method for understanding free-text medical evidence
Sign Up to like & getrecommendations! Published in 2021 at "Journal of the American Medical Informatics Association : JAMIA"
DOI: 10.1093/jamia/ocab077
Abstract: Abstract Objective We introduce Medical evidence Dependency (MD)–informed attention, a novel neuro-symbolic model for understanding free-text clinical trial publications with generalizability and interpretability. Materials and Methods We trained one head in the multi-head self-attention model… read more here.
Keywords: free text; medical evidence; evidence; neuro symbolic ... See more keywords
Fixed vs. Free-text Documentation of Indication for Antibiotic Orders
Sign Up to like & getrecommendations! Published in 2017 at "Open Forum Infectious Diseases"
DOI: 10.1093/ofid/ofx163.769
Abstract: Abstract Background Requiring indications for antimicrobial orders can allow stewardship programs to evaluate adherence to guidelines and assess outcomes. We extracted indication data from our institution’s EPIC system and found that in a 29-month time… read more here.
Keywords: free text; antibiotic orders; menu; indication ... See more keywords