AIMC Topic: Data Mining

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Fast Model Adaptation for Automated Section Classification in Electronic Medical Records.

Studies in health technology and informatics Jan 1, 2015
Medical information extraction is the automatic extraction of structured information from electronic medical records, where such information can be used for improving healthcare processes and medical decision making. In this paper, we study one impor...
Pattern Recognition, Automated Vocabulary, Controlled Machine Learning Models, Organizational Electronic Health Records United States Natural Language Processing Data Mining
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Automatic Detection of Skin and Subcutaneous Tissue Infections from Primary Care Electronic Medical Records.

Studies in health technology and informatics Jan 1, 2015
INTRODUCTION: Skin and subcutaneous tissue infections (SSTI) are common conditions that cause avoidable hospitalisation in New Zealand. As part of a program to improve the management of SSTI in primary care, electronic medical records (EMR) of four A...
Primary Health Care Natural Language Processing New Zealand Reproducibility of Results Sensitivity and Specificity Diagnosis, Computer-Assisted Humans Skin Diseases, Bacterial Machine Learning Electronic Health Records Data Mining Vocabulary, Controlled Subcutaneous Tissue
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Textual analysis of collaboration notes of the telemedical heart failure network HerzMobil Tirol.

Studies in health technology and informatics Jan 1, 2015
UNLABELLED: Management of heart failure is usually multidisciplinary and collaboration between stakeholders in a dedicated HI network like the HerzMobil Tirol can be supported by a mHealth-based telemedicine approach. The aim is to gain insights thro...
Austria Vocabulary, Controlled Cooperative Behavior Heart Failure Data Mining Telemedicine Electronic Health Records Natural Language Processing Humans Software
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Development of text mining based classification of written communication within a telemedical collaborative network.

Studies in health technology and informatics Jan 1, 2015
Chronic diseases like Heart Failure are widespread in the ageing population. Affected patients can be treated with the aid of a disease management program, including a telemedical collaborative network. Evaluation of a currently used system has shown...
Electronic Health Records Natural Language Processing Data Mining Meaningful Use Telemedicine Medical Record Linkage Semantics Terminology as Topic Vocabulary, Controlled Cooperative Behavior
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Semantic retrieval and navigation in clinical document collections.

Studies in health technology and informatics Jan 1, 2015
Patients with chronic diseases undergo numerous in- and outpatient treatment periods, and therefore many documents accumulate in their electronic records. We report on an on-going project focussing on the semantic enrichment of medical texts, in orde...
Vocabulary, Controlled Machine Learning Data Mining Web Browser Software Semantics Electronic Health Records User-Computer Interface Natural Language Processing
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Assisting e-patients in an Ask the Doctor Service.

Studies in health technology and informatics Jan 1, 2015
Ask the doctor services are personalized forums allowing patients to ask questions directly to doctors. Usually, patients must choose the most appropriate category for their question among lots of categories to be redirected to the most relevant phys...
User-Computer Interface Physician-Patient Relations Internet Data Mining Remote Consultation France Machine Learning
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A recommender system for medical imaging diagnostic.

Studies in health technology and informatics Jan 1, 2015
The large volume of data captured daily in healthcare institutions is opening new and great perspectives about the best ways to use it towards improving clinical practice. In this paper we present a context-based recommender system to support medical...
Data Mining Expert Systems Image Interpretation, Computer-Assisted Decision Support Systems, Clinical Natural Language Processing Diagnostic Imaging Radiology Information Systems Search Engine
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Using EHRs for Heart Failure Therapy Recommendation Using Multidimensional Patient Similarity Analytics.

Studies in health technology and informatics Jan 1, 2015
Electronic Health Records (EHRs) contain a wealth of information about an individual patient's diagnosis, treatment and health outcomes. This information can be leveraged effectively to identify patients who are similar to each for disease diagnosis ...
Machine Learning Electronic Health Records Clinical Decision-Making Humans Data Mining Pattern Recognition, Automated Diagnosis, Computer-Assisted Therapy, Computer-Assisted Decision Support Systems, Clinical Heart Failure
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Enrich classifications in psychiatry with textual data: an ontology for psychiatry including social concepts.

Studies in health technology and informatics Jan 1, 2015
We propose a modular approach to develop an ontology of psychiatry, ONTOPSYCHIA, based on Patient Discharges Summaries (PDS) and divided into three modules (i.e. social, mental disorders and treatments). We decided to take into account the social asp...
France Terminology as Topic Patient Discharge Summaries Semantics Biological Ontologies Social Determinants of Health Mental Disorders Psychiatric Status Rating Scales Psychiatry Natural Language Processing Electronic Health Records Data Mining
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A methodology for mining clinical data: experiences from TRANSFoRm project.

Studies in health technology and informatics Jan 1, 2015
Data mining of electronic health records (eHRs) allows us to identify patterns of patient data that characterize diseases and their progress and learn best practices for treatment and diagnosis. Clinical Prediction Rules (CPRs) are a form of clinical...
Decision Support Systems, Clinical Machine Learning Algorithms Natural Language Processing Electronic Health Records Data Mining
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