Data Mining Approach to Estimate the Duration of Drug Therapy from Longitudinal Electronic Medical Records
نویسندگان
چکیده
RESEARCH ARTICLE Data Mining Approach to Estimate the Duration of Drug Therapy from Longitudinal Electronic Medical Records Olga Montvida, Ognjen Arandjelović, Edward Reiner and Sanjoy K. Paul Clinical Trials and Biostatistics Unit, QIMR Berghofer Medical Research Institute, Brisbane, Australia School of Biomedical Sciences, Institute of Health and Biomedical Innovation, Faculty of Health, Queensland University of Technology, Brisbane, Australia School of Computer Science, University of St. Andrews, St. Andrews, United Kingdom Smart Analyst Inc., New York, Unites States of America Melbourne EpiCentre, University of Melbourne and Melbourne Health, Melbourne, Australia
منابع مشابه
Comparing Medical Comorbidities Between Opioid and Cocaine Users: A Data Mining Approach
Background: Prescription drug monitoring programs (PDMPs) are instrumental in controlling opioid misuse,but opioid users have increasingly shifted to cocaine, creating a different set of medical problems. Whileopioid use results in multiple medical comorbidities, findings of the existing studies reported singlecomorbidities rather...
متن کاملGraphic Mining of High-Order Drug Interactions and Their Directional Effects on Myopathy Using Electronic Medical Records
We propose to study a novel pharmacovigilance problem for mining directional effects of high-order drug interactions on an adverse drug event (ADE). Our goal is to estimate each individual risk of adding a new drug to an existing drug combination. In this proof-of-concept study, we analyzed a large electronic medical records database and extracted myopathy-relevant case control drug co-occurren...
متن کاملData Mining: A Novel Outlook to Explore Knowledge in Health and Medical Sciences
Today medical and Healthcare industry generate loads of diverse data about patients, disease diagnosis, prognosis, management, hospitals’ resources, electronic patient health records, medical devices and etc. Using the most efficient processing and analyzing method for knowledge extraction is a key point to cost-saving in clinical decision making. Data mining, sometimes called data or knowledge...
متن کاملThe Intelligent Interface for On-line Electronic Medical Records Using Temporal Data Mining
This paper presents work that has been conducted towards predicting user input requirements with view to making an intelligent interface to support data input he principles are considered within the context of an on-line electronic medical record system where it is particularly valuable to have intelligent support. The intelligent interface involves the incremental data mining of existing recor...
متن کاملIntelligent identification of vehicle’s dynamics based on local model network
This paper proposes an intelligent approach for dynamic identification of the vehicles. The proposed approach is based on the data-driven identification and uses a high-performance local model network (LMN) for estimation of the vehicle’s longitudinal velocity, lateral acceleration and yaw rate. The proposed LMN requires no pre-defined standard vehicle model and uses measurement data to identif...
متن کامل