AIMC Journal:
Journal of the American Medical Informatics Association : JAMIA

Showing 301 to 310 of 493 articles

Building longitudinal medication dose data using medication information extracted from clinical notes in electronic health records.

Journal of the American Medical Informatics Association : JAMIA Mar 18, 2021
OBJECTIVE: To develop an algorithm for building longitudinal medication dose datasets using information extracted from clinical notes in electronic health records (EHRs).
Information Storage and Retrieval Natural Language Processing Humans Electronic Health Records Drug Therapy Pharmaceutical Preparations Algorithms
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On collaborative reinforcement learning to optimize the redistribution of critical medical supplies throughout the COVID-19 pandemic.

Journal of the American Medical Informatics Association : JAMIA Mar 18, 2021
OBJECTIVE: This work investigates how reinforcement learning and deep learning models can facilitate the near-optimal redistribution of medical equipment in order to bolster public health responses to future crises similar to the COVID-19 pandemic.
Pandemics COVID-19 Machine Learning Equipment and Supplies Algorithms Resource Allocation Deep Learning Public Health Administration
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Letter to the editor in response to "Risk prediction of delirium in hospitalized patients using machine learning: an implementation and prospective evaluation study".

Journal of the American Medical Informatics Association : JAMIA Mar 1, 2021
Delirium Machine Learning Patients Prospective Studies Humans
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Clinician involvement in research on machine learning-based predictive clinical decision support for the hospital setting: A scoping review.

Journal of the American Medical Informatics Association : JAMIA Mar 1, 2021
OBJECTIVE: The study sought to describe the prevalence and nature of clinical expert involvement in the development, evaluation, and implementation of clinical decision support systems (CDSSs) that utilize machine learning to analyze electronic healt...
Humans Hospital Administration Decision Making, Computer-Assisted Machine Learning Research Software Design Electronic Health Records Nursing Staff, Hospital Medical Staff, Hospital Decision Support Systems, Clinical
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Can reproducibility be improved in clinical natural language processing? A study of 7 clinical NLP suites.

Journal of the American Medical Informatics Association : JAMIA Mar 1, 2021
BACKGROUND: The increasing complexity of data streams and computational processes in modern clinical health information systems makes reproducibility challenging. Clinical natural language processing (NLP) pipelines are routinely leveraged for the se...
Medical Informatics Database Management Systems Reproducibility of Results Computational Biology Natural Language Processing
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Development of a "meta-model" to address missing data, predict patient-specific cancer survival and provide a foundation for clinical decision support.

Journal of the American Medical Informatics Association : JAMIA Mar 1, 2021
OBJECTIVE: Like most real-world data, electronic health record (EHR)-derived data from oncology patients typically exhibits wide interpatient variability in terms of available data elements. This interpatient variability leads to missing data and can...
Survival Analysis Models, Theoretical Area Under Curve Machine Learning ROC Curve Humans Prognosis Neoplasms Decision Support Systems, Clinical
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A digital health profile & maturity assessment toolkit: cocreation and testing in the Pacific Islands.

Journal of the American Medical Informatics Association : JAMIA Mar 1, 2021
INTRODUCTION: Countries need to determine their level of digital health capability maturity to assess and mobilize their knowledge, skills, and resources to systematically develop, implement, evaluate, scale up and maintain large-scale implementation...
Delivery of Health Care Big Data Medical Informatics Applications Pacific Islands Telemedicine Humans Artificial Intelligence
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An explainable machine learning platform for pyrazinamide resistance prediction and genetic feature identification of Mycobacterium tuberculosis.

Journal of the American Medical Informatics Association : JAMIA Mar 1, 2021
OBJECTIVE: Tuberculosis is the leading cause of death from a single infectious agent. The emergence of antimicrobial resistant Mycobacterium tuberculosis strains makes the problem more severe. Pyrazinamide (PZA) is an important component for short-co...
Machine Learning Drug Resistance, Bacterial Microbial Sensitivity Tests Humans Neural Networks, Computer Tuberculosis Mycobacterium tuberculosis Pyrazinamide Mutation Antitubercular Agents Support Vector Machine
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Natural language processing to measure the frequency and mode of communication between healthcare professionals and family members of critically ill patients.

Journal of the American Medical Informatics Association : JAMIA Mar 1, 2021
OBJECTIVE: To apply natural language processing (NLP) techniques to identify individual events and modes of communication between healthcare professionals and families of critically ill patients from electronic medical records (EMR).
Communication Natural Language Processing Family Professional-Family Relations Datasets as Topic Retrospective Studies Humans Critical Illness Machine Learning Intensive Care Units
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Precision population analytics: population management at the point-of-care.

Journal of the American Medical Informatics Association : JAMIA Mar 1, 2021
OBJECTIVE: To present clinicians at the point-of-care with real-world data on the effectiveness of various treatment options in a precision cohort of patients closely matched to the index patient.
Electronic Health Records Evidence-Based Medicine Humans Decision Making, Computer-Assisted Treatment Outcome Diabetes Mellitus, Type 2 Hyperlipidemias Patient Care Management Hypertension Machine Learning Practice Guidelines as Topic
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