The human-in-the-loop: an evaluation of pathologists' interaction with artificial intelligence in clinical practice.

Journal: Histopathology
Published Date:

Abstract

AIMS: One of the major drivers of the adoption of digital pathology in clinical practice is the possibility of introducing digital image analysis (DIA) to assist with diagnostic tasks. This offers potential increases in accuracy, reproducibility, and efficiency. Whereas stand-alone DIA has great potential benefit for research, little is known about the effect of DIA assistance in clinical use. The aim of this study was to investigate the clinical use characteristics of a DIA application for Ki67 proliferation assessment. Specifically, the human-in-the-loop interplay between DIA and pathologists was studied.

Authors

  • Anna C S Bodén
    Department of Clinical Pathology, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
  • Jesper Molin
    Sectra AB, Teknikringen 20, 58330, Linköping, Sweden. Electronic address: Jesper.Molin@sectra.com.
  • Stina Garvin
    Department of Clinical Pathology, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
  • Rebecca A West
    Leeds Teaching Hospitals NHS Trust, Leeds, UK.
  • Claes Lundström
    Center for Medical Image Science and Visualization (CMIV), Linköping University, Linköping, Sweden.
  • Darren Treanor
    Leeds Teaching Hospitals NHS Trust, Leeds, UK.