View in EDS HTML Full Text PDF Full Text

From Species Identification to Empirical Therapy: A Machine Learning and Rule-Based Decision Support Framework for Antifungal Resistance Prediction in ICU Candida Infections.

Saved in:
Bibliographic Details
Title: From Species Identification to Empirical Therapy: A Machine Learning and Rule-Based Decision Support Framework for Antifungal Resistance Prediction in ICU Candida Infections.
Authors: Solomon MP; Department of Microbiology, Parasitology and Virology, Faculty of Nursing, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania.; Clinical Laboratory of Medical Microbiology, Marius Nasta Institute of Pneumology, 050159 Bucharest, Romania., Mahler B; Cardiothoracic Department, Faculty of Medicine, Carol Davila University of Medicine and Pharmacy, 020956 Bucharest, Romania.; Pneumology Department, Marius Nasta Institute of Pneumology, 050159 Bucharest, Romania., Ditu LM; Department of Botany and Microbiology, Faculty of Biology, University of Bucharest, 060101 Bucharest, Romania.; MICROGEN Research Centre, Faculty of Biology, University of Bucharest, 060101 Bucharest, Romania., Popescu O; National Reference Laboratory of Tuberculosis, Marius Nasta Institute of Pneumology, 050159 Bucharest, Romania., Zugravu CA; Department of Hygiene and Nutrition, Carol Davila University of Medicine and Pharmacy, 050463 Bucharest, Romania.; National Institute of Public Health, 050463 Bucharest, Romania., Manolescu LSC; Department of Microbiology, Parasitology and Virology, Faculty of Nursing, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania.; Clinical Laboratory of Medical Microbiology, Marius Nasta Institute of Pneumology, 050159 Bucharest, Romania.
Source: Medical sciences (Basel, Switzerland) [Med Sci (Basel)] 2026 Jun 15; Vol. 14 (2). Date of Electronic Publication: 2026 Jun 15.
Publication Type: Journal Article
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101629322 Publication Model: Electronic Cited Medium: Internet ISSN: 2076-3271 (Electronic) Linking ISSN: 20763271 NLM ISO Abbreviation: Med Sci (Basel) Subsets: MEDLINE
Database: MEDLINE Ultimate
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 42346858
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: From Species Identification to Empirical Therapy: A Machine Learning and Rule-Based Decision Support Framework for Antifungal Resistance Prediction in ICU Candida Infections.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Solomon+MP%22">Solomon MP</searchLink>; Department of Microbiology, Parasitology and Virology, Faculty of Nursing, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania.; Clinical Laboratory of Medical Microbiology, Marius Nasta Institute of Pneumology, 050159 Bucharest, Romania.<br /><searchLink fieldCode="AU" term="%22Mahler+B%22">Mahler B</searchLink>; Cardiothoracic Department, Faculty of Medicine, Carol Davila University of Medicine and Pharmacy, 020956 Bucharest, Romania.; Pneumology Department, Marius Nasta Institute of Pneumology, 050159 Bucharest, Romania.<br /><searchLink fieldCode="AU" term="%22Ditu+LM%22">Ditu LM</searchLink>; Department of Botany and Microbiology, Faculty of Biology, University of Bucharest, 060101 Bucharest, Romania.; MICROGEN Research Centre, Faculty of Biology, University of Bucharest, 060101 Bucharest, Romania.<br /><searchLink fieldCode="AU" term="%22Popescu+O%22">Popescu O</searchLink>; National Reference Laboratory of Tuberculosis, Marius Nasta Institute of Pneumology, 050159 Bucharest, Romania.<br /><searchLink fieldCode="AU" term="%22Zugravu+CA%22">Zugravu CA</searchLink>; Department of Hygiene and Nutrition, Carol Davila University of Medicine and Pharmacy, 050463 Bucharest, Romania.; National Institute of Public Health, 050463 Bucharest, Romania.<br /><searchLink fieldCode="AU" term="%22Manolescu+LSC%22">Manolescu LSC</searchLink>; Department of Microbiology, Parasitology and Virology, Faculty of Nursing, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania.; Clinical Laboratory of Medical Microbiology, Marius Nasta Institute of Pneumology, 050159 Bucharest, Romania.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101629322%22">Medical sciences (Basel, Switzerland)</searchLink> [Med Sci (Basel)] 2026 Jun 15; Vol. 14 (2). <i>Date of Electronic Publication: </i>2026 Jun 15.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI+AG%22">MDPI AG </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101629322 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2076-3271 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220763271%22">20763271 </searchLink><i>NLM ISO Abbreviation: </i>Med Sci (Basel) <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42346858
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.3390/medsci14020319
    Languages:
      – Code: eng
        Text: English
    Titles:
      – TitleFull: From Species Identification to Empirical Therapy: A Machine Learning and Rule-Based Decision Support Framework for Antifungal Resistance Prediction in ICU Candida Infections.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Solomon MP
      – PersonEntity:
          Name:
            NameFull: Mahler B
      – PersonEntity:
          Name:
            NameFull: Ditu LM
      – PersonEntity:
          Name:
            NameFull: Popescu O
      – PersonEntity:
          Name:
            NameFull: Zugravu CA
      – PersonEntity:
          Name:
            NameFull: Manolescu LSC
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 15
              M: 06
              Text: 2026 Jun 15
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 2076-3271
          Numbering:
            – Type: volume
              Value: 14
            – Type: issue
              Value: 2
          Titles:
            – TitleFull: Medical sciences (Basel, Switzerland)
              Type: main
ResultId 1