def choose_channel_4d_3d(vol, channel):
    """
    Helper function to choose an individual channel from a cube

    Arguments:
        predictions:  RAMONVolume containing a numpy array (x,y,z)

    Returns:
        pixel_out: The raw trained classifier
    """
    prob_channel = vol[:, :, :, (channel)]
    return prob_channel
