AIMC Topic: Medical Informatics Applications
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Combined strategy of knowledge-based rule selection and historical data percentile-based range determination to improve an autoverification system for clinical chemistry test results.
Journal of clinical laboratory analysis
Jan 10, 2022
BACKGROUND: Current autoverification, which is only knowledge-based, has low efficiency. Regular historical data analysis may improve autoverification range determination. We attempted to enhance autoverification by selecting autoverification rules b...
Internet of Things and Robotics in Transforming Current-Day Healthcare Services.
Journal of healthcare engineering
May 26, 2021
Technology has become an integral part of everyday lives. Recent years have witnessed advancement in technology with a wide range of applications in healthcare. However, the use of the Internet of Things (IoT) and robotics are yet to see substantial ...
On Clinical Event Prediction in Patient Treatment Trajectory Using Longitudinal Electronic Health Records.
IEEE journal of biomedical and health informatics
Dec 24, 2019
Healthcare process leaves patient treatment trajectory (PTT), described as a sequence of interdependent clinical events affiliated with a large volume of longitudinal therapy and treatment information. Predicting the future clinical event in PTT, as ...
MediMLP: Using Grad-CAM to Extract Crucial Variables for Lung Cancer Postoperative Complication Prediction.
IEEE journal of biomedical and health informatics
Oct 25, 2019
Lung cancer postoperative complication prediction (PCP) is significant for decreasing the perioperative mortality rate after lung cancer surgery. In this paper we concentrate on two PCP tasks: (1) the binary classification for predicting whether a pa...
Health Data in Dentistry: An Attempt to Master the Digital Challenge.
Public health genomics
Aug 7, 2019
BACKGROUND: Biomedical research has recently moved through three stages in digital healthcare: (1) data collection; (2) data sharing; and (3) data analytics. With the explosion of stored health data (HD), dental medicine is edging into its fourth sta...
Bending the Artificial Intelligence Curve for Radiology: Informatics Tools From ACR and RSNA.
Journal of the American College of Radiology : JACR
Jul 15, 2019
Artificial intelligence (AI) will reshape radiology over the coming years. The radiology community has a strong history of embracing new technology for positive change, and AI is no exception. As with any new technology, rapid, successful implementat...
Medicine and artificial intelligence: a strategy for the future, employing Porter's classic framework.
Singapore medical journal
Jun 14, 2019
Automatically identifying social isolation from clinical narratives for patients with prostate Cancer.
BMC medical informatics and decision making
Mar 14, 2019
BACKGROUND: Social isolation is an important social determinant that impacts health outcomes and mortality among patients. The National Academy of Medicine recently recommended that social isolation be documented in electronic health records (EHR). H...
Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries With Opioid Prescriptions.
JAMA network open
Mar 1, 2019
IMPORTANCE: Current approaches to identifying individuals at high risk for opioid overdose target many patients who are not truly at high risk.
Importance of medical data preprocessing in predictive modeling and risk factor discovery for the frailty syndrome.
BMC medical informatics and decision making
Feb 18, 2019
BACKGROUND: Increasing life expectancy results in more elderly people struggling with age related diseases and functional conditions. This poses huge challenges towards establishing new approaches for maintaining health at a higher age. An important ...
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