View in EDS HTML Full Text PDF Full Text

Prediction of hospitalisation in young children with pneumonia in Malawi: A machine learning-based approach.

Saved in:
Bibliographic Details
Title: Prediction of hospitalisation in young children with pneumonia in Malawi: A machine learning-based approach.
Authors: Staunton P; School of Mathematical and Statistical Sciences, University of Galway, Galway, Ireland., Makrooni MA; School of Mathematical and Statistical Sciences, University of Galway, Galway, Ireland., Chisale M; Department of Biological Sciences, Faculty of Science, Technology and Innovation, Mzuzu University, Mzuzu, Malawi., Nyambolo B; Ministry of Health, Lilongwe, Malawi., Wu J; Luke International, Oslo, Norway., McCarthy D; School of Medicine, University College Dublin, Dublin, Ireland., Ledwidge M; School of Medicine, University College Dublin, Dublin, Ireland., Bin Nisar Y; World Health Organisation, Geneva, Switzerland., Watson C; Wellcome-Wolfson Institute for Experimental Medicine, Queen's University, Belfast, United Kingdom., Mbakaya B; Department of Biological Sciences, Faculty of Science, Technology and Innovation, Mzuzu University, Mzuzu, Malawi.; Department of Public Health, University of Livingstonia, Livingstonia, Malawi., Seoighe C; School of Mathematical and Statistical Sciences, University of Galway, Galway, Ireland., Gallagher J; World Health Organisation, Geneva, Switzerland.
Source: PLoS medicine [PLoS Med] 2026 Jun 09; Vol. 23 (6), pp. e1005122. Date of Electronic Publication: 2026 Jun 09 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101231360 Publication Model: eCollection Cited Medium: Internet ISSN: 1549-1676 (Electronic) Linking ISSN: 15491277 NLM ISO Abbreviation: PLoS Med 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: 42263118
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Prediction of hospitalisation in young children with pneumonia in Malawi: A machine learning-based approach.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Staunton+P%22">Staunton P</searchLink>; School of Mathematical and Statistical Sciences, University of Galway, Galway, Ireland.<br /><searchLink fieldCode="AU" term="%22Makrooni+MA%22">Makrooni MA</searchLink>; School of Mathematical and Statistical Sciences, University of Galway, Galway, Ireland.<br /><searchLink fieldCode="AU" term="%22Chisale+M%22">Chisale M</searchLink>; Department of Biological Sciences, Faculty of Science, Technology and Innovation, Mzuzu University, Mzuzu, Malawi.<br /><searchLink fieldCode="AU" term="%22Nyambolo+B%22">Nyambolo B</searchLink>; Ministry of Health, Lilongwe, Malawi.<br /><searchLink fieldCode="AU" term="%22Wu+J%22">Wu J</searchLink>; Luke International, Oslo, Norway.<br /><searchLink fieldCode="AU" term="%22McCarthy+D%22">McCarthy D</searchLink>; School of Medicine, University College Dublin, Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Ledwidge+M%22">Ledwidge M</searchLink>; School of Medicine, University College Dublin, Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Bin+Nisar+Y%22">Bin Nisar Y</searchLink>; World Health Organisation, Geneva, Switzerland.<br /><searchLink fieldCode="AU" term="%22Watson+C%22">Watson C</searchLink>; Wellcome-Wolfson Institute for Experimental Medicine, Queen's University, Belfast, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Mbakaya+B%22">Mbakaya B</searchLink>; Department of Biological Sciences, Faculty of Science, Technology and Innovation, Mzuzu University, Mzuzu, Malawi.; Department of Public Health, University of Livingstonia, Livingstonia, Malawi.<br /><searchLink fieldCode="AU" term="%22Seoighe+C%22">Seoighe C</searchLink>; School of Mathematical and Statistical Sciences, University of Galway, Galway, Ireland.<br /><searchLink fieldCode="AU" term="%22Gallagher+J%22">Gallagher J</searchLink>; World Health Organisation, Geneva, Switzerland.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101231360%22">PLoS medicine</searchLink> [PLoS Med] 2026 Jun 09; Vol. 23 (6), pp. e1005122. <i>Date of Electronic Publication: </i>2026 Jun 09 (<i>Print Publication: </i>2026).
– 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="%22Public+Library+of+Science%22">Public Library of Science </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101231360 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>1549-1676 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215491277%22">15491277 </searchLink><i>NLM ISO Abbreviation: </i>PLoS Med <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42263118
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1371/journal.pmed.1005122
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        StartPage: e1005122
    Titles:
      – TitleFull: Prediction of hospitalisation in young children with pneumonia in Malawi: A machine learning-based approach.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Staunton P
      – PersonEntity:
          Name:
            NameFull: Makrooni MA
      – PersonEntity:
          Name:
            NameFull: Chisale M
      – PersonEntity:
          Name:
            NameFull: Nyambolo B
      – PersonEntity:
          Name:
            NameFull: Wu J
      – PersonEntity:
          Name:
            NameFull: McCarthy D
      – PersonEntity:
          Name:
            NameFull: Ledwidge M
      – PersonEntity:
          Name:
            NameFull: Bin Nisar Y
      – PersonEntity:
          Name:
            NameFull: Watson C
      – PersonEntity:
          Name:
            NameFull: Mbakaya B
      – PersonEntity:
          Name:
            NameFull: Seoighe C
      – PersonEntity:
          Name:
            NameFull: Gallagher J
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 09
              M: 06
              Text: 2026 Jun 09
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 1549-1676
          Numbering:
            – Type: volume
              Value: 23
            – Type: issue
              Value: 6
          Titles:
            – TitleFull: PLoS medicine
              Type: main
ResultId 1