Naslov (srp)

Realizacija servisa pametnog zdravstva i njihova integracija u koncept pametnih gradova

Autor

Avdić, Aldina, 1987-

Doprinosi

Janković, Dragan, 1967-
Stoimenov, Leonid
Bogdanović, Miloš
Marovac, Ulfeta
Gajić, Dušan

Opis (srp)

The development of information technologies has contributedto the emergence of the concept of a smart city, and one of thecomponents of this concept is smart health. This component isimportant because smart cities directly or indirectly affect the healthof residents.The main contributions of this doctoral dissertation are aproposal of a software platform that integrates existing public healthservices as well as new e-health services, a proposal for a uniformway of integrating heterogeneous smart health services into a smartcity, and a proposal and implementation of methods for labellingterms in medical texts, based on artificial intelligence, without whichpart of the smart health service could not be realized in an efficientway.The above-mentioned software platform combines the smarthealth services that will be proposed (services for information andprevention of diseases, epidemic control, search of medicaldocuments, automatic questionnaire processing, air pollutionmonitoring, labelling of medical texts, organization of screeningprograms, etc.). These services are created based on input data ofdifferent types (sensor data on locations, air pollution, text fromdocuments and medical information systems and data collected bycrowdsourcing, data from relational and non-relational databases), soit is necessary to integrate these heterogeneous services in uniformway.Part of the proposed e-health services is based on dataprocessing in medical information systems as well as medical textdocuments in the Serbian language. Methods for normalization,labelling and classification of terms in the Serbian language are aprerequisite for the successful implementation of these services, andwithin this dissertation methods are proposed and implemented whoseF1-score is 0.9082, which is an excellent result compared to methodsfor this purpose in other languages. For their implementation, it isnecessary to use artificial intelligence methods, such as naturallanguage processing, data and text mining, machine learning, etc.Some of the proposed e-health services are practically implementedand integrated into the smart city concept.

Opis (srp)

Biografija autora: list 174,Bibliografija: list. 150-165. Datum odbrane: 15.10.2021. Medical Informatics, Natural Language Processing; Text mining

Jezik

srpski

Datum

2021

Licenca

Ovo delo je licencirano pod uslovima licence
Creative Commons CC BY-NC-ND 3.0 AT - Creative Commons Autorstvo - Nekomercijalno - Bez prerada 3.0 Austria License.

http://creativecommons.org/licenses/by-nc-nd/3.0/at/legalcode