A pipeline of machine learning-driven multi-modal data fusion methods for prognostic risk analysis in bevacizumab-treated metastatic colorectal cancer.

Saved in:
Bibliographic Details
Title: A pipeline of machine learning-driven multi-modal data fusion methods for prognostic risk analysis in bevacizumab-treated metastatic colorectal cancer.
Authors: Thomas, Valentina1 (AUTHOR), Nyamundanda, Gift2 (AUTHOR), Lärkeryd, Adrian3 (AUTHOR), Hari, P. S.2,4 (AUTHOR), Miller, Ian S.1 (AUTHOR), Venken, Tom5,6 (AUTHOR), Smeets, Dominiek5,6 (AUTHOR), Boeckx, Bram5,6 (AUTHOR), Betge, Johannes7,8,9 (AUTHOR), Ebert, Matthias P. A.7,9 (AUTHOR), Gaiser, Timo10 (AUTHOR), Murphy, Verena11 (AUTHOR), Kay, Elaine12 (AUTHOR), Verheul, Henk M.13 (AUTHOR), O'Farrell, Alice C.1 (AUTHOR), Cremolini, Chiara14,15 (AUTHOR), Marmorino, Federica14,15 (AUTHOR), Gallagher, William M.16 (AUTHOR), Barat, Ana17 (AUTHOR), Klinger, Rut18 (AUTHOR)
Source: Scientific Reports. 4/13/2026, Vol. 16 Issue 1, p1-10. 10p.
Database: Academic Search Ultimate
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: asn
DbLabel: Academic Search Ultimate
An: 192963501
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: A pipeline of machine learning-driven multi-modal data fusion methods for prognostic risk analysis in bevacizumab-treated metastatic colorectal cancer.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AR" term="%22Thomas%2C+Valentina%22">Thomas, Valentina</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Nyamundanda%2C+Gift%22">Nyamundanda, Gift</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Lärkeryd%2C+Adrian%22">Lärkeryd, Adrian</searchLink><relatesTo>3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Hari%2C+P%2E+S%2E%22">Hari, P. S.</searchLink><relatesTo>2,4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Miller%2C+Ian+S%2E%22">Miller, Ian S.</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Venken%2C+Tom%22">Venken, Tom</searchLink><relatesTo>5,6</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Smeets%2C+Dominiek%22">Smeets, Dominiek</searchLink><relatesTo>5,6</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Boeckx%2C+Bram%22">Boeckx, Bram</searchLink><relatesTo>5,6</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Betge%2C+Johannes%22">Betge, Johannes</searchLink><relatesTo>7,8,9</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Ebert%2C+Matthias+P%2E+A%2E%22">Ebert, Matthias P. A.</searchLink><relatesTo>7,9</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Gaiser%2C+Timo%22">Gaiser, Timo</searchLink><relatesTo>10</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Murphy%2C+Verena%22">Murphy, Verena</searchLink><relatesTo>11</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Kay%2C+Elaine%22">Kay, Elaine</searchLink><relatesTo>12</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Verheul%2C+Henk+M%2E%22">Verheul, Henk M.</searchLink><relatesTo>13</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22O'Farrell%2C+Alice+C%2E%22">O'Farrell, Alice C.</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Cremolini%2C+Chiara%22">Cremolini, Chiara</searchLink><relatesTo>14,15</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Marmorino%2C+Federica%22">Marmorino, Federica</searchLink><relatesTo>14,15</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Gallagher%2C+William+M%2E%22">Gallagher, William M.</searchLink><relatesTo>16</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Barat%2C+Ana%22">Barat, Ana</searchLink><relatesTo>17</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Klinger%2C+Rut%22">Klinger, Rut</searchLink><relatesTo>18</relatesTo> (AUTHOR)
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22Scientific+Reports%22">Scientific Reports</searchLink>. 4/13/2026, Vol. 16 Issue 1, p1-10. 10p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=192963501
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1038/s41598-026-39189-w
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 10
        StartPage: 1
    Titles:
      – TitleFull: A pipeline of machine learning-driven multi-modal data fusion methods for prognostic risk analysis in bevacizumab-treated metastatic colorectal cancer.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Thomas, Valentina
      – PersonEntity:
          Name:
            NameFull: Nyamundanda, Gift
      – PersonEntity:
          Name:
            NameFull: Lärkeryd, Adrian
      – PersonEntity:
          Name:
            NameFull: Hari, P. S.
      – PersonEntity:
          Name:
            NameFull: Miller, Ian S.
      – PersonEntity:
          Name:
            NameFull: Venken, Tom
      – PersonEntity:
          Name:
            NameFull: Smeets, Dominiek
      – PersonEntity:
          Name:
            NameFull: Boeckx, Bram
      – PersonEntity:
          Name:
            NameFull: Betge, Johannes
      – PersonEntity:
          Name:
            NameFull: Ebert, Matthias P. A.
      – PersonEntity:
          Name:
            NameFull: Gaiser, Timo
      – PersonEntity:
          Name:
            NameFull: Murphy, Verena
      – PersonEntity:
          Name:
            NameFull: Kay, Elaine
      – PersonEntity:
          Name:
            NameFull: Verheul, Henk M.
      – PersonEntity:
          Name:
            NameFull: O'Farrell, Alice C.
      – PersonEntity:
          Name:
            NameFull: Cremolini, Chiara
      – PersonEntity:
          Name:
            NameFull: Marmorino, Federica
      – PersonEntity:
          Name:
            NameFull: Gallagher, William M.
      – PersonEntity:
          Name:
            NameFull: Barat, Ana
      – PersonEntity:
          Name:
            NameFull: Klinger, Rut
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 13
              M: 04
              Text: 4/13/2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 20452322
          Numbering:
            – Type: volume
              Value: 16
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: Scientific Reports
              Type: main
ResultId 1