A Deep Learning-based Model for Detecting Abnormalities on Brain MR Images for Triaging: Preliminary Results from a Multisite Experience.

Autor: Gauriau R; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Bizzo BC; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Kitamura FC; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Landi Junior O; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Ferraciolli SF; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Macruz FBC; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Sanchez TA; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Garcia MRT; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Vedolin LM; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Domingues RC; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Gasparetto EL; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.)., Andriole KP; MGH & BWH Center for Clinical Data Science, Ste 1303, Floor 13, 100 Cambridge St, Boston, MA 02114 (R.G., B.C.B., F.B.C.M., K.P.A.); Department of Artificial Intelligence, Diagnósticos da América, São Paulo, Brazil (B.C.B., F.C.K., O.L.J., S.F.F., M.R.T.G., L.M.V., R.C.D., E.L.G.); Head of AI, Diagnósticos da América SA, São Paulo, Brazil (F.C.K.); Department of Radiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil (B.C.B., T.A.S., E.L.G.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (B.C.B.); and Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Harvard University, Boston, Mass (K.P.A.).

Publikováno v: Radiology. Artificial intelligence [Radiol Artif Intell] 2021 Apr 21; Vol. 3 (4), pp. e200184. Date of Electronic Publication: 2021 Apr 21 (Print Publication: 2021).