"Similar query was answered earlier": processing of patient authored text for retrieving relevant contents from health discussion forum.
Health information retrieval
Natural language processing
Patient authored text
Public health informatics
Web forum analysis
Journal
Health information science and systems
ISSN: 2047-2501
Titre abrégé: Health Inf Sci Syst
Pays: England
ID NLM: 101638060
Informations de publication
Date de publication:
Dec 2019
Dec 2019
Historique:
received:
30
06
2018
accepted:
01
02
2019
entrez:
14
3
2019
pubmed:
14
3
2019
medline:
14
3
2019
Statut:
epublish
Résumé
Online remedy finders and health-related discussion forums have become increasingly popular in recent years. Common web users write their health problems there and request suggestion from experts or other users. As a result, these forums became a huge repository of information and discussions on various health issues. An intelligent information retrieval system can help to utilize this repository in various applications. In this paper, we propose a system for the automatic identification of existing similar forum posts given a new post. The system is based on computing similarity between two patient authored texts. For computing the similarity between the current post and existing posts, the system uses a hybrid strategy based on template information, topic modelling, and latent semantic indexing. The system is tested using a set of real questions collected from a homeopathy forum namely abchomeopathy.com. The relevance of the posts retrieved by the system is evaluated by human experts. The evaluation results demonstrate that the precision of the system is 88.87%.
Identifiants
pubmed: 30863540
doi: 10.1007/s13755-019-0067-3
pii: 67
pmc: PMC6384532
doi:
Types de publication
Journal Article
Langues
eng
Pagination
4Déclaration de conflit d'intérêts
The authors declare that they have no conflict of interest.This article does not contain any studies with human participants or animals performed by any of the authors.Informed consent was obtained from all individual participants included in the study.
Références
J Am Med Inform Assoc. 2001 Sep-Oct;8(5):473-85
pubmed: 11522768
J Biomed Inform. 2006 Dec;39(6):656-67
pubmed: 16442854
IEEE Trans Inf Technol Biomed. 2006 Apr;10(2):334-43
pubmed: 16617622
J Biomed Inform. 2007 Jun;40(3):236-51
pubmed: 17462961
AMIA Annu Symp Proc. 2008 Nov 06;:96-100
pubmed: 18999100
J Am Med Inform Assoc. 2010 Jan-Feb;17(1):19-24
pubmed: 20064797
J Am Med Inform Assoc. 2010 May-Jun;17(3):229-36
pubmed: 20442139
J Am Med Inform Assoc. 2010 Sep-Oct;17(5):507-13
pubmed: 20819853
J Biomed Inform. 2010 Dec;43(6):891-901
pubmed: 20884377
J Biomed Inform. 2011 Apr;44(2):277-88
pubmed: 21256977
J Am Med Inform Assoc. 2013 Nov-Dec;20(6):1021-7
pubmed: 23538725
J Am Med Inform Assoc. 2013 Nov-Dec;20(6):1120-7
pubmed: 23645553
Biomed Inform Insights. 2013 Jun 24;6(Suppl 1):7-16
pubmed: 23847423
J Healthc Eng. 2018 Apr 18;2018:2548537
pubmed: 29849994
Bull Med Libr Assoc. 1993 Apr;81(2):195-206
pubmed: 8472005