{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T03:04:40Z","timestamp":1775099080510,"version":"3.50.1"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643681849","type":"print"},{"value":"9781643681856","type":"electronic"}],"license":[{"start":{"date-parts":[[2021,5,27]],"date-time":"2021-05-27T00:00:00Z","timestamp":1622073600000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,5,27]]},"abstract":"<jats:p>Hospital-acquired infections, particularly in ICU, are becoming more frequent in recent years, with the most serious of them being Gram-negative bacterial infections. Among them, Acinetobacter baumannii, Klebsiella pneumoniae, and Pseudomonas aeruginosa are considered the most resistant bacteria encountered in ICU and other wards. Given the fact that about 24 hours are usually required to perform common antibiotic resistance tests after the bacteria identification, the use of machine learning techniques could be an additional decision support tool in selecting empirical antibiotic treatment based on the sample type, bacteria, and patient\u2019s basic characteristics. In this article, five machine learning (ML) models were evaluated to predict antimicrobial resistance of Acinetobacter baumannii, Klebsiella pneumoniae, and Pseudomonas aeruginosa. We suggest implementing ML techniques to forecast antibiotic resistance using data from the clinical microbiology laboratory, available in the Laboratory Information System (LIS).<\/jats:p>","DOI":"10.3233\/shti210117","type":"book-chapter","created":{"date-parts":[[2021,5,27]],"date-time":"2021-05-27T12:24:29Z","timestamp":1622118269000},"source":"Crossref","is-referenced-by-count":14,"title":["Using Machine Learning to Predict Antimicrobial Resistance of Acinetobacter Baumannii, Klebsiella Pneumoniae and Pseudomonas Aeruginosa Strains"],"prefix":"10.3233","author":[{"given":"Georgios","family":"Feretzakis","sequence":"first","affiliation":[{"name":"School of Science and Technology, Hellenic Open University, Patras, Greece"},{"name":"Sismanogleio General Hospital, IT department, Marousi, Greece"},{"name":"Sismanogleio General Hospital, Department of Quality Control, Research and Continuing Education, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aikaterini","family":"Sakagianni","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Intensive Care Unit, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Evangelos","family":"Loupelis","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, IT department, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dimitris","family":"Kalles","sequence":"additional","affiliation":[{"name":"School of Science and Technology, Hellenic Open University, Patras, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria","family":"Martsoukou","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Microbiology Laboratory, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nikoleta","family":"Skarmoutsou","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Microbiology Laboratory, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Constantinos","family":"Christopoulos","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Internal Medicine Departments, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Malvina","family":"Lada","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Internal Medicine Departments, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aikaterini","family":"Velentza","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Microbiology Laboratory, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stavroula","family":"Petropoulou","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, IT department, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sophia","family":"Michelidou","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Intensive Care Unit, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vasileios","family":"Kaldis","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Emergency Department, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rea","family":"Chatzikyriakou","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Hematology Laboratory, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ilias","family":"Dalainas","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Administration, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Evangelos","family":"Dimitrellos","sequence":"additional","affiliation":[{"name":"Sismanogleio General Hospital, Internal Medicine Departments, Marousi, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Public Health and Informatics"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI210117","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,25]],"date-time":"2021-10-25T13:10:41Z","timestamp":1635167441000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI210117"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,5,27]]},"ISBN":["9781643681849","9781643681856"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti210117","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,5,27]]}}}