Assessing the Performance of Machine Learning Methods Trained on Public Health Observational Data: A Case Study From COVID‐19.

Saved in:
Bibliographic Details
Title: Assessing the Performance of Machine Learning Methods Trained on Public Health Observational Data: A Case Study From COVID‐19.
Authors: Pigoli, Davide1,2 (AUTHOR) davide.pigoli@kcl.ac.uk, Baker, Kieran1,2 (AUTHOR), Budd, Jobie3 (AUTHOR), Butler, Lorraine4 (AUTHOR), Coppock, Harry2,5 (AUTHOR), Egglestone, Sabrina4 (AUTHOR), Gilmour, Steven G.1,2 (AUTHOR), Holmes, Chris2,6 (AUTHOR), Hurley, David4 (AUTHOR), Jersakova, Radka2 (AUTHOR), Kiskin, Ivan7 (AUTHOR), Koutra, Vasiliki1,2 (AUTHOR), Mellor, Jonathon4 (AUTHOR), Nicholson, George2,6 (AUTHOR), Packham, Joe4 (AUTHOR), Patel, Selina3,4 (AUTHOR), Payne, Richard4 (AUTHOR), Roberts, Stephen J.8 (AUTHOR), Schuller, Björn W.2,5 (AUTHOR), Tendero‐Cañadas, Ana4,9 (AUTHOR)
Source: Statistics in Medicine. 11/10/2024, Vol. 43 Issue 25, p4861-4871. 11p.
Database: Mathematics Source
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: msf
DbLabel: Mathematics Source
An: 180375509
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Assessing the Performance of Machine Learning Methods Trained on Public Health Observational Data: A Case Study From COVID‐19.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AR" term="%22Pigoli%2C+Davide%22">Pigoli, Davide</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<i> davide.pigoli@kcl.ac.uk</i><br /><searchLink fieldCode="AR" term="%22Baker%2C+Kieran%22">Baker, Kieran</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Budd%2C+Jobie%22">Budd, Jobie</searchLink><relatesTo>3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Butler%2C+Lorraine%22">Butler, Lorraine</searchLink><relatesTo>4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Coppock%2C+Harry%22">Coppock, Harry</searchLink><relatesTo>2,5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Egglestone%2C+Sabrina%22">Egglestone, Sabrina</searchLink><relatesTo>4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Gilmour%2C+Steven+G%2E%22">Gilmour, Steven G.</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Holmes%2C+Chris%22">Holmes, Chris</searchLink><relatesTo>2,6</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Hurley%2C+David%22">Hurley, David</searchLink><relatesTo>4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Jersakova%2C+Radka%22">Jersakova, Radka</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Kiskin%2C+Ivan%22">Kiskin, Ivan</searchLink><relatesTo>7</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Koutra%2C+Vasiliki%22">Koutra, Vasiliki</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Mellor%2C+Jonathon%22">Mellor, Jonathon</searchLink><relatesTo>4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Nicholson%2C+George%22">Nicholson, George</searchLink><relatesTo>2,6</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Packham%2C+Joe%22">Packham, Joe</searchLink><relatesTo>4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Patel%2C+Selina%22">Patel, Selina</searchLink><relatesTo>3,4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Payne%2C+Richard%22">Payne, Richard</searchLink><relatesTo>4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Roberts%2C+Stephen+J%2E%22">Roberts, Stephen J.</searchLink><relatesTo>8</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Schuller%2C+Björn+W%2E%22">Schuller, Björn W.</searchLink><relatesTo>2,5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Tendero‐Cañadas%2C+Ana%22">Tendero‐Cañadas, Ana</searchLink><relatesTo>4,9</relatesTo> (AUTHOR)
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22Statistics+in+Medicine%22">Statistics in Medicine</searchLink>. 11/10/2024, Vol. 43 Issue 25, p4861-4871. 11p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=msf&AN=180375509
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1002/sim.10211
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 11
        StartPage: 4861
    Titles:
      – TitleFull: Assessing the Performance of Machine Learning Methods Trained on Public Health Observational Data: A Case Study From COVID‐19.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Pigoli, Davide
      – PersonEntity:
          Name:
            NameFull: Baker, Kieran
      – PersonEntity:
          Name:
            NameFull: Budd, Jobie
      – PersonEntity:
          Name:
            NameFull: Butler, Lorraine
      – PersonEntity:
          Name:
            NameFull: Coppock, Harry
      – PersonEntity:
          Name:
            NameFull: Egglestone, Sabrina
      – PersonEntity:
          Name:
            NameFull: Gilmour, Steven G.
      – PersonEntity:
          Name:
            NameFull: Holmes, Chris
      – PersonEntity:
          Name:
            NameFull: Hurley, David
      – PersonEntity:
          Name:
            NameFull: Jersakova, Radka
      – PersonEntity:
          Name:
            NameFull: Kiskin, Ivan
      – PersonEntity:
          Name:
            NameFull: Koutra, Vasiliki
      – PersonEntity:
          Name:
            NameFull: Mellor, Jonathon
      – PersonEntity:
          Name:
            NameFull: Nicholson, George
      – PersonEntity:
          Name:
            NameFull: Packham, Joe
      – PersonEntity:
          Name:
            NameFull: Patel, Selina
      – PersonEntity:
          Name:
            NameFull: Payne, Richard
      – PersonEntity:
          Name:
            NameFull: Roberts, Stephen J.
      – PersonEntity:
          Name:
            NameFull: Schuller, Björn W.
      – PersonEntity:
          Name:
            NameFull: Tendero‐Cañadas, Ana
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 10
              M: 11
              Text: 11/10/2024
              Type: published
              Y: 2024
          Identifiers:
            – Type: issn-print
              Value: 02776715
          Numbering:
            – Type: volume
              Value: 43
            – Type: issue
              Value: 25
          Titles:
            – TitleFull: Statistics in Medicine
              Type: main
ResultId 1