Medical Terminology Advantages And Disadvantages

AUTHOR & YEAR TITLE METHODOLOGY ADVANTAGES DISADVANTAGES

Liqiang Nie Mohammad Akbari Tao Li

2014 A Joint Local-Global Approach for Medical Terminology

Assignment The system define medical concepts as medical domain-exact noun phrases, and medical terminologies as authenticated phrases by well-known organizations that are used to accurately describe the human body and associated components, conditions and processes in a science-based manner. It is worth mentioning that there already exist several efforts dedicated to research on automatically mapping medical records to terminologies The varieties of heterogeneous cues were often not adequately exploited simultaneously

Guido Zuccon , Bevan Koopman , Anthony Nguye , Deanne Vickers, Luke

This result motivates the development of formal models of relationships between medical concepts for retrieval purposes This often fail to identify medical entities that are referred to with different terms, such as the synonymous terms `heart attack' and `myocardial disorder'.

Hanna Suominen Filip Ginter Sampo Pyysalo Antti Airola Tapio Pahikkala Sanna Salanter¨a Tapio Salakoski

2008 Machine Learning to Automate the Assignment of Diagnosis Codes to Free-text Radiology Reports: a Method Description The system introduce a multi-label classification sys-tem for the automated assignment of diagnostic codes to radiology reports. The sys-tem is a cascade of text enrichment, feature selection and two classifiers. This study provides insight into the development of applications for real-life usage, which are currently rare This would not further improve the performance.

Saman Hina Eric Atwell Owen Johnson

2014 Semantic Tagging of Medical Narratives with Top Level Concepts from

SNOMED CT Healthcare Data Standard In this paper we present the ongoing research on SNOMED CT

We design a dual decomposition inference algorithm to perform joint decoding over the combined alignment and NER output space. This method give ups significant improvements in both NER and word alignment over state-of-the-art monolingual baselines. Their entity tags might not agree due to inconsistency in annotation standards.

Mark Hirschkorn David Geelan

2010 Bridging the Research-Practice Gap: Research Translation and/or Research Transformation The issue of the ‘research-practice gap’ – the problematic relationship between research in education and educational practice – is one that has been widely reported in the literature. This critical literature review explores some of the causes and features of the gap, and suggests some possible approaches for addressing it This is essentially a top-down model in which researchers and the knowledge they produce govern the content and practice of teacher preparation. It will not all be focused on changes on the part of practitioners.

Yuchi Huang Qingshan Liu Shaoting Zhang Dimitris N. Metaxas 2010

Image Retrieval via Probabilistic Hypergraph