Knowledge-Based Decision Support in Healthcare via Near Field Communication.
automated reasoning
decision support
knowledge graph
near-field communication
ubiquitous healthcare
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
31 Aug 2020
31 Aug 2020
Historique:
received:
17
07
2020
revised:
23
08
2020
accepted:
24
08
2020
entrez:
4
9
2020
pubmed:
4
9
2020
medline:
20
3
2021
Statut:
epublish
Résumé
The benefits of automatic identification technologies in healthcare have been largely recognized. Nevertheless, unlocking their potential to support the most knowledge-intensive medical tasks requires to go beyond mere item identification. This paper presents an innovative Decision Support System (DSS), based on a semantic enhancement of Near Field Communication (NFC) standard. Annotated descriptions of medications and patient's case history are stored in NFC transponders and used to help caregivers providing the right therapy. The proposed framework includes a lightweight reasoning engine to infer possible incompatibilities in treatment, suggesting substitute therapies. A working prototype is presented in a rheumatology case study and preliminary performance tests are reported. The approach is independent from back-end infrastructures. The proposed DSS framework is validated in a limited but realistic case study, and performance evaluation of the prototype supports its practical feasibility. Automated reasoning on knowledge fragments extracted via NFC enables effective decision support not only in hospital centers, but also in pervasive IoT-based healthcare contexts such as first aid, ambulance transport, rehabilitation facilities and home care.
Identifiants
pubmed: 32878204
pii: s20174923
doi: 10.3390/s20174923
pmc: PMC7506702
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Références
IEEE J Biomed Health Inform. 2020 Jul 07;PP:
pubmed: 32749985
Sensors (Basel). 2019 Sep 23;19(19):
pubmed: 31547579
Nucleic Acids Res. 2013 Jan;41(Database issue):D456-63
pubmed: 23180789
BMC Med Inform Decis Mak. 2018 Aug 31;18(1):76
pubmed: 30170591
Sensors (Basel). 2018 May 15;18(5):
pubmed: 29762507
Genome Biol. 2012 Jan 31;13(1):R5
pubmed: 22293552
Sensors (Basel). 2018 May 19;18(5):
pubmed: 29783737
Implement Sci. 2018 Jun 25;13(1):86
pubmed: 29941007
Sensors (Basel). 2018 Aug 13;18(8):
pubmed: 30104557
J Am Med Inform Assoc. 2015 Sep;22(5):938-47
pubmed: 25882031
Acad Emerg Med. 2004 Nov;11(11):1135-41
pubmed: 15528576
Implement Sci. 2018 Aug 20;13(1):114
pubmed: 30126421
Sensors (Basel). 2015 Jun 05;15(6):13348-405
pubmed: 26057043
Sensors (Basel). 2018 Nov 02;18(11):
pubmed: 30400233
J Pediatr. 2016 Sep;176:5-6
pubmed: 27372392
Nat Biomed Eng. 2018 Oct;2(10):719-731
pubmed: 31015651
Nucleic Acids Res. 2015 Jan;43(Database issue):D1071-8
pubmed: 25348409
Summit Transl Bioinform. 2009 Mar 01;2009:116-20
pubmed: 21347182
Sensors (Basel). 2017 Sep 29;17(10):
pubmed: 28961207
Sensors (Basel). 2017 Oct 11;17(10):
pubmed: 29019964