Domain-specific transfer learning in the automated scoring of tumor-stroma ratio from histopathological images of colorectal cancer

• Liisa Petäinen ,

  Contributed equally to this work with: Liisa Petäinen, Juha P. Väyrynen

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft

  * E-mail: lihesalo@jyu.fi

  Affiliation Faculty of Information Technology, University of Jyväskylä, Jyväskylä, Finland

  https://orcid.org/0000-0001-6894-7530

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• Juha P. Väyrynen ,

  Contributed equally to this work with: Liisa Petäinen, Juha P. Väyrynen

  Roles Conceptualization, Data curation, Investigation, Writing – review & editing

  Affiliation Cancer and Translational Medicine Research Unit, Medical Research Center, Oulu University Hospital, and University of Oulu, Oulu, Finland

  https://orcid.org/0000-0002-8683-2996

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• Pekka Ruusuvuori,

  Roles Formal analysis, Methodology, Supervision, Writing – review & editing

  Affiliations Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland, Cancer Research Unit, Institute of Biomedicine, University of Turku, Turku, Finland, FICAN West Cancer Centre, Turku University Hospital, Turku, Finland

  https://orcid.org/0000-0001-9086-9591

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• Ilkka Pölönen,

  Roles Formal analysis, Methodology, Supervision, Writing – review & editing

  Affiliation Faculty of Information Technology, University of Jyväskylä, Jyväskylä, Finland

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• Sami Äyrämö ,

  Roles Formal analysis, Funding acquisition, Project administration, Resources, Supervision, Writing – review & editing

  ¶‡ SÄ and TK also contributed equally to this work.

  Affiliation Faculty of Information Technology, University of Jyväskylä, Jyväskylä, Finland

  https://orcid.org/0000-0002-7532-2771

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• Teijo Kuopio

  Roles Conceptualization, Resources, Supervision, Writing – review & editing

  ¶‡ SÄ and TK also contributed equally to this work.

  Affiliations Department of Education and Research, Hospital Nova of Central Finland, Jyväskylä, Finland, Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland, Department of Pathology, Hospital Nova of Central Finland, Jyväskylä, Finland

  https://orcid.org/0000-0003-3503-4094

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