Large Language Models for Automated Synoptic Reports and Resectability Categorization in Pancreatic Cancer

DOI Web Site 1 Citations
  • Rajesh Bhayana
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Bipin Nanda
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Taher Dehkharghanian
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Yangqing Deng
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Nishaant Bhambra
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Gavin Elias
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Daksh Datta
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Avinash Kambadakone
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Chaya G. Shwaartz
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Carol-Anne Moulton
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • David Henault
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Steven Gallinger
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).
  • Satheesh Krishna
    From University Medical Imaging Toronto, Joint Department of Medical Imaging, University Health Network, Princess Margaret Cancer Centre, Department of Medical Imaging, University of Toronto, Toronto General Hospital, 200 Elizabeth St, Peter Munk Building, 1st Fl, Toronto, ON, Canada M5G 24C (R.B., B.N., T.D., S.K.); Department of Biostatistics (Y.D.) and HPB Surgical Oncology (C.G.S., C.A.M., D.H., S.G.), University Health Network, Toronto, Ontario, Canada; Departments of Medicine (N.B., G.E., D.D.) and Surgery (C.G.S., C.A.M., D.H., S.G.), University of Toronto, Toronto, Ontario, Canada; and Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.K.).

Description

<jats:p> GPT-4 enabled near-perfect creation of pancreatic ductal adenocarcinoma synoptic reports from original reports and accurate resectability categorization using chain-of-thought prompting, which improved surgeon accuracy and efficiency in interpreting reports for resectability categorization. </jats:p>

Journal

  • Radiology

    Radiology 311 (3), 2024-06-01

    Radiological Society of North America (RSNA)

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