This study examines the possibility of using an echo-state network for predicting the need for dialysis in the ICU.
This study examines the possibility of using an echo-state network for prediction of dialysis in the ICU.
The present study examines the possibility of using an echo-state network for prediction of dialysis in the ICU.
The resting-state fMRI scans were performed using an echo planar imaging (EPI) sequence with scan parameters of repetition time = 2000 ms, echo time = 30 ms, flip angle = 90°, matrix = 64 × 64, field of view = 220 mm × 220 mm, and each volume comprised 33 slices with slice thickness = 5 mm without slice gap.
Resting-state fMRI scans were performed using an echo planar imaging (EPI) sequence with the following parameters: repetition time = 2,000 ms, echo time = 30 ms, flip angle = 90°, matrix = 64 × 64, field of view = 220 × 220 mm, slice thickness = 3 mm, and slice gap = 1 mm.
In both cases, functional MRI images were acquired using an echo planar T2*-weighted gradient echo sequence (echo time = 51 ms, repetition time = 3000 ms, flip angle= 83°).
Resting-state fMRI data were acquired using an echo-planar imaging sequence (repetition time = 2 s; echo time = 29 ms; flip angle = 80°; in plane spatial resolution = 3 × 3 mm; field of view = 240 × 240 mm; slice thickness = 4 mm; number of slices = 32; number of volumes = 240; acquisition time = 8 min).
Resting-state functional images were acquired using an echo-planar imaging sequence as follows: TR = 2000 ms; TE = 30 ms; flip angle = 90°; slices = 31; thickness/gap = 3/1 mm; matrix 64 × 64; FOV = 200 × 200 mm.
The resting-state functional images were acquired by using an echo-planar imaging sequence with the following parameters: 36 axial slices, thickness/skip = 3/1 mm, in-plane resolution =64 × 64, repetition time = 3000 ms, echo time = 30 ms, flip angle = 90, field of view = 220 × 220 mm, 180 volumes.
The resting-state functional images were acquired by using an echo-planar imaging sequence with the following parameters: interleaved, 33 axial slices, thickness = 3.0 mm, in-plane resolution = 64* 64, repetition time = 2000 ms, echo time = 30 ms, flip angle = 90, field of view = 220* 220 mm, 240 volumes (8 min).
