Literature DB >> 23823373

Medical data analysis and coding using natural language processing techniques in order to derive structured data information.

Aggeliki Nikiforou1, Paraskevi Ponirou, Marianna Diomidous.   

Abstract

Medical data are, most of the times, very complex both in form and content. One of the greatest challenges for the IT community in healthcare is to enable the full utilization of these data by information systems. This explicit variety combined with the fact that data usually derives from diverse systems are great obstacles to this task. The result is that data stored in medical information systems usually do not accurately represent reality. In order to eliminate the fallacy between stored and real data, specialized applications that facilitate and accelerate data import into information systems must be developed. This is the goal of Natural Language Processing, the scientific field that combines computer science and linguistics. As a result NLP systems use applications for the coding and standardization of information, known as controlled medical vocabularies. The result of these processes is data that can be used by various technologies, such as clinical data warehouses and decision support systems, the functionality of which is fully dependable on the completeness and accuracy of the data on which their analysis is imposed.

Mesh:

Year:  2013        PMID: 23823373

Source DB:  PubMed          Journal:  Stud Health Technol Inform        ISSN: 0926-9630


  2 in total

1.  Natural language processing to extract symptoms of severe mental illness from clinical text: the Clinical Record Interactive Search Comprehensive Data Extraction (CRIS-CODE) project.

Authors:  Richard G Jackson; Rashmi Patel; Nishamali Jayatilleke; Anna Kolliakou; Michael Ball; Genevieve Gorrell; Angus Roberts; Richard J Dobson; Robert Stewart
Journal:  BMJ Open       Date:  2017-01-17       Impact factor: 2.692

2.  Use of Natural Language Processing to identify Obsessive Compulsive Symptoms in patients with schizophrenia, schizoaffective disorder or bipolar disorder.

Authors:  David Chandran; Deborah Ahn Robbins; Chin-Kuo Chang; Hitesh Shetty; Jyoti Sanyal; Johnny Downs; Marcella Fok; Michael Ball; Richard Jackson; Robert Stewart; Hannah Cohen; Jentien M Vermeulen; Frederike Schirmbeck; Lieuwe de Haan; Richard Hayes
Journal:  Sci Rep       Date:  2019-10-02       Impact factor: 4.379

  2 in total

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