AIMC Topic: Electronic Health Records

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Artificial Intelligence for Screening Chinese Electronic Medical Record and Biobank Information.

Biopreservation and biobanking May 26, 2021
To establish a structured and integrated platform of clinical data and biobank data, and a client to retrieve these data. Initially, the hospital information system (HIS) and biobank information system (BIS) were integrated through the patients' ID...
Natural Language Processing Biological Specimen Banks Electronic Health Records China Humans Artificial Intelligence
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Improvements to PTSD quality metrics with natural language processing.

Journal of evaluation in clinical practice May 24, 2021
RATIONALE AIMS AND OBJECTIVES: As quality measurement becomes increasingly reliant on the availability of structured electronic medical record (EMR) data, clinicians are asked to perform documentation using tools that facilitate data capture. These t...
United States Electronic Health Records Humans Natural Language Processing Psychotherapy Stress Disorders, Post-Traumatic United States Department of Veterans Affairs
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Leveraging electronic health record data to inform hospital resource management : A systematic data mining approach.

Health care management science May 24, 2021
Early identification of resource needs is instrumental in promoting efficient hospital resource management. Hospital information systems, and electronic health records (EHR) in particular, collect valuable demographic and clinical patient data from t...
Electronic Health Records Hospitals Logistic Models Humans Machine Learning Data Mining
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Derivation and external validation of risk stratification models for severe maternal morbidity using prenatal encounter diagnosis codes.

Journal of perinatology : official journal of the California Perinatal Association May 19, 2021
OBJECTIVE: We sought to develop a prediction model using prenatal diagnosis codes that could help clinicians objectively stratify a women's risk for delivery-related morbidity.
Prospective Studies Electronic Health Records Humans Machine Learning Risk Assessment Bayes Theorem Pregnancy Prenatal Diagnosis Female
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Influenza forecasting for French regions combining EHR, web and climatic data sources with a machine learning ensemble approach.

PloS one May 19, 2021
Effective and timely disease surveillance systems have the potential to help public health officials design interventions to mitigate the effects of disease outbreaks. Currently, healthcare-based disease monitoring systems in France offer influenza a...
Epidemiological Monitoring Machine Learning Forecasting Electronic Health Records Disease Outbreaks Humans Internet Influenza, Human Information Storage and Retrieval France Weather Computer Systems Public Health Surveillance Models, Statistical Social Media
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Med7: A transferable clinical natural language processing model for electronic health records.

Artificial intelligence in medicine May 18, 2021
Electronic health record systems are ubiquitous and the majority of patients' data are now being collected electronically in the form of free text. Deep learning has significantly advanced the field of natural language processing and the self-supervi...
Natural Language Processing Information Storage and Retrieval Intensive Care Units Electronic Health Records Humans
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CQL4NLP: Development and Integration of FHIR NLP Extensions in Clinical Quality Language for EHR-driven Phenotyping.

AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science May 17, 2021
Lack of standardized representation of natural language processing (NLP) components in phenotyping algorithms hinders portability of the phenotyping algorithms and their execution in a high-throughput and reproducible manner. The objective of the stu...
Comorbidity Electronic Health Records Natural Language Processing Language Humans Algorithms
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Pseudo-data generation for the extraction of Problems, Treatments and Tests.

AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science May 17, 2021
One of the primary challenges for clinical Named Entity Recognition (NER) is the availability of annotated training data. Technical and legal hurdles prevent the creation and release of corpora related to electronic health records (EHRs). In this wor...
Electronic Health Records Language Humans Neural Networks, Computer
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Deep EHR Spotlight: a Framework and Mechanism to Highlight Events in Electronic Health Records for Explainable Predictions.

AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science May 17, 2021
The wide adoption of Electronic Health Records (EHR) has resulted in large amounts of clinical data becoming available, which promises to support service delivery and advance clinical and informatics research. Deep learning techniques have demonstrat...
Humans Electronic Health Records Deep Learning
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Integration of NLP2FHIR Representation with Deep Learning Models for EHR Phenotyping: A Pilot Study on Obesity Datasets.

AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science May 17, 2021
HL7 Fast Healthcare Interoperability Resources (FHIR) is one of the current data standards for enabling electronic healthcare information exchange. Previous studies have shown that FHIR is capable of modeling both structured and unstructured data fro...
Obesity Deep Learning Pilot Projects Algorithms Electronic Health Records Humans
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