<doi_batch xmlns="http://www.crossref.org/schema/4.4.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" version="4.4.0"><head><doi_batch_id>14f3fb0d-7834-4f9d-a17a-c15de741275e</doi_batch_id><timestamp>20220718082742150</timestamp><depositor><depositor_name>wseas:wseas</depositor_name><email_address>mdt@crossref.org</email_address></depositor><registrant>MDT Deposit</registrant></head><body><journal><journal_metadata language="en"><full_title>MOLECULAR SCIENCES AND APPLICATIONS</full_title><issn media_type="electronic">2732-9992</issn><issn media_type="print">2944-9138</issn><archive_locations><archive name="Portico"/></archive_locations><doi_data><doi>10.37394/232023</doi><resource>https://wseas.com/journals/msa/index.php</resource></doi_data></journal_metadata><journal_issue><publication_date media_type="online"><month>3</month><day>22</day><year>2022</year></publication_date><publication_date media_type="print"><month>3</month><day>22</day><year>2022</year></publication_date><journal_volume><volume>2</volume><doi_data><doi>10.37394/232023.2022.2</doi><resource>https://wseas.com/journals/msa/2022.php</resource></doi_data></journal_volume></journal_issue><journal_article language="en"><titles><title>COVID-19 Medical Data Integration Approach</title></titles><contributors><person_name sequence="first" contributor_role="author"><given_name>Violeta</given_name><surname>Todorova</surname><affiliation>Department of Fundamentals of Electrical Engineering, Technical University of Sofia Kliment Ohridski boul. 8, Sofia BULGARIA</affiliation></person_name><person_name sequence="additional" contributor_role="author"><given_name>Veska</given_name><surname>Gancheva</surname><affiliation>Department of Programming and Computer Technologies Technical University of Sofia Kliment Ohridski boul. 8, Sofia BULGARIA</affiliation></person_name><person_name sequence="additional" contributor_role="author"><given_name>Valeri</given_name><surname>Mladenov</surname><affiliation>Department of Fundamentals of Electrical Engineering, Technical University of Sofia Kliment Ohridski boul. 8, Sofia BULGARIA</affiliation></person_name></contributors><jats:abstract xmlns:jats="http://www.ncbi.nlm.nih.gov/JATS1"><jats:p>The need to create automated methods for extracting knowledge from data arises from the accumulation of a large amount of data. This paper presents a conceptual model for integrating and processing medical data in three layers, comprising a total of six phases: a model for integrating, filtering, sorting and aggregating Covid-19 data. A medical data integration workflow was designed, including steps of data integration, filtering and sorting. The workflow for Covid-19 medical data from clinical records of 20400 potential patients was employed.</jats:p></jats:abstract><publication_date media_type="online"><month>7</month><day>18</day><year>2022</year></publication_date><publication_date media_type="print"><month>7</month><day>18</day><year>2022</year></publication_date><pages><first_page>102</first_page><last_page>106</last_page></pages><publisher_item><item_number item_number_type="article_number">11</item_number></publisher_item><ai:program xmlns:ai="http://www.crossref.org/AccessIndicators.xsd" name="AccessIndicators"><ai:free_to_read start_date="2022-07-18"/><ai:license_ref applies_to="am" start_date="2022-07-18">https://wseas.com/journals/msa/2022/a225109-978.pdf</ai:license_ref></ai:program><archive_locations><archive name="Portico"/></archive_locations><doi_data><doi>10.37394/232023.2022.2.11</doi><resource>https://wseas.com/journals/msa/2022/a225109-978.pdf</resource></doi_data><citation_list><citation key="ref0"><doi>10.1016/j.ins.2014.01.015</doi><unstructured_citation>Chen P., Zhang C, Data-intensive applications, challenges, techniques and technologies: A survey on Big Data, Journal of Information Sciences, 275:314–347, DOI: 10.1016/j.ins.2014.01.015. </unstructured_citation></citation><citation key="ref1"><doi>10.1177/2050312120934839</doi><unstructured_citation>Mallappallil M, Sabu J, Gruessner A, Salifu M. 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