Abstract: Systems and methods for improved vision diagnostics are disclosed. Some embodiments relate to machine learning models for the analysis of vision diagnostics data. Some embodiments relate to improved, robust regression methods that can be used with vision diagnostics data to detect trends that may warrant medical intervention.

Abstract: Surgical devices are provided for aspiration of the subretinal fluid (SRF) of the eye in a retinal detachment that allows re-apposition of the sensory retina to the underlying RPE. The device is connected to a vacuum source, introduced into the posterior chamber through a sclerostomy port and placed against the detached retinal tissue. The device pulls on and captures the surface of the sensory retina, causing a micro needle to pierce through the tissue. As the sensory retina is captured and held in place by the vacuum, a protected pocket is created and the tissue is prevented from folding onto itself and occluding the micro needle tip.