Machine Learning Approach to Inpatient Violence Risk Assessment Using Routinely Collected Clinical Notes in Electronic Health Records
Sign Up to like & getrecommendations! Published in 2019 at "JAMA Network Open"
DOI: 10.1001/jamanetworkopen.2019.6709
Abstract: Key Points Question To what extent can inpatient violence risk assessment be performed by applying machine learning techniques to clinical notes in patients’ electronic health records? Findings In this prognostic study, machine learning was used… read more here.
Keywords: violence; clinical notes; risk assessment; inpatient violence ... See more keywords
Cluster Analysis of Obesity Disease Based on Comorbidities Extracted from Clinical Notes
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Medical Systems"
DOI: 10.1007/s10916-019-1172-1
Abstract: Clinical notes provide a comprehensive and overall impression of the patient’s health. However, the automatic extraction of information within these notes is challenging due to their narrative style. In this context, our goal was to… read more here.
Keywords: analysis obesity; clinical notes; cluster analysis; disease based ... See more keywords
Neural networks for mining the associations between diseases and symptoms in clinical notes
Sign Up to like & getrecommendations! Published in 2019 at "Health Information Science and Systems"
DOI: 10.1007/s13755-018-0062-0
Abstract: There are challenges for analyzing the narrative clinical notes in Electronic Health Records (EHRs) because of their unstructured nature. Mining the associations between the clinical concepts within the clinical notes can support physicians in making… read more here.
Keywords: clinical notes; networks mining; neural networks; diseases symptoms ... See more keywords
Opening Up with Open Notes: Writing Notes in the Era of Full Patient Access
Sign Up to like & getrecommendations! Published in 2021 at "Academic Psychiatry"
DOI: 10.1007/s40596-021-01510-2
Abstract: As of April 5, 2021, as part of the final roll out of the 2016 21st Century Cures Act, all healthcare providers are required under federal law to provide patients with immediate access to their… read more here.
Keywords: clinical notes; open notes; access; mental health ... See more keywords
Validation of an Alcohol Misuse Classifier in Hospitalized Patients.
Sign Up to like & getrecommendations! Published in 2019 at "Alcohol"
DOI: 10.1016/j.alcohol.2019.09.008
Abstract: BACKGROUND Current modes of identifying alcohol misuse in hospitalized patients rely on self-report questionnaires and diagnostic codes which have limitations including low sensitivity. Information in the clinical notes of the electronic health record (EHR) may… read more here.
Keywords: clinical notes; misuse classifier; alcohol misuse; hospitalized patients ... See more keywords
Detecting negation and scope in Chinese clinical notes using character and word embedding
Sign Up to like & getrecommendations! Published in 2017 at "Computer methods and programs in biomedicine"
DOI: 10.1016/j.cmpb.2016.11.009
Abstract: BACKGROUND AND OBJECTIVES Researchers have developed effective methods to index free-text clinical notes into structured database, in which negation detection is a critical but challenging step. In Chinese clinical records, negation detection is particularly challenging… read more here.
Keywords: clinical notes; detection; word; negation ... See more keywords
Clinical notes as prognostic markers of mortality associated with diabetes mellitus following critical care: A retrospective cohort analysis using machine learning and unstructured big data
Sign Up to like & getrecommendations! Published in 2021 at "Computers in biology and medicine"
DOI: 10.1016/j.compbiomed.2021.104305
Abstract: BACKGROUND Clinical notes are ubiquitous resources offering potential value in optimizing critical care via data mining technologies. OBJECTIVE To determine the predictive value of clinical notes as prognostic markers of 1-year all-cause mortality among people… read more here.
Keywords: clinical notes; following critical; mortality; care ... See more keywords
Natural language processing of clinical notes for identification of critical limb ischemia
Sign Up to like & getrecommendations! Published in 2018 at "International journal of medical informatics"
DOI: 10.1016/j.ijmedinf.2017.12.024
Abstract: Background Critical limb ischemia (CLI) is a complication of advanced peripheral artery disease (PAD) with diagnosis based on the presence of clinical signs and symptoms. However, automated identification of cases from electronic health records (EHRs)… read more here.
Keywords: clinical notes; nlp algorithm; cli nlp; cli ... See more keywords
A comprehensive study of mobility functioning information in clinical notes: Entity hierarchy, corpus annotation, and sequence labeling
Sign Up to like & getrecommendations! Published in 2021 at "International journal of medical informatics"
DOI: 10.1016/j.ijmedinf.2020.104351
Abstract: BACKGROUND Secondary use of Electronic Health Records (EHRs) has mostly focused on health conditions (diseases and drugs). Function is an important health indicator in addition to morbidity and mortality. Nevertheless, function has been overlooked in… read more here.
Keywords: mobility functioning; clinical notes; mobility; functioning information ... See more keywords
Automatic ICD code assignment of Chinese clinical notes based on multilayer attention BiRNN
Sign Up to like & getrecommendations! Published in 2019 at "Journal of biomedical informatics"
DOI: 10.1016/j.jbi.2019.103114
Abstract: International Classification of Diseases (ICD) code is an important label of electronic health record. The automatic ICD code assignment based on the narrative of clinical documents is an essential task which has drawn much attention… read more here.
Keywords: clinical notes; code; icd code; attention ... See more keywords
French FastContext: A publicly accessible system for detecting negation, temporality and experiencer in French clinical notes
Sign Up to like & getrecommendations! Published in 2021 at "Journal of biomedical informatics"
DOI: 10.1016/j.jbi.2021.103733
Abstract: The context of medical conditions is an important feature to consider when processing clinical narratives. NegEx and its extension ConText became the most well-known rule-based systems that allow determining whether a medical condition is negated,… read more here.
Keywords: clinical notes; context; french fastcontext; temporality experiencer ... See more keywords