Abstract: Examples are directed to methods, devices, systems, computer-readable storage medium. An example non-transitory computer-readable storage medium comprises instructions that when executed cause a processing resource to present a graphical user interface (GUI) associated with a clinician portal, the GUI including a plurality of GUI portions that are individually and selectively displayable to present patient data for a plurality of patients based on at least one filter for different classes of the plurality of patients.

Abstract: Techniques disclosed herein relate generally to sensor error mitigation. In some embodiments, the techniques involve identifying an error metric associated with an input variable to a translation model, determining a reference output of the translation model by providing a reference input value for the input variable to the translation model, generating a modulated value for the input variable based on the reference input value using the error metric, determining a simulated output of the translation model by providing the modulated value for the input variable to the translation model, and updating the translation with a reduced weighting applied to the input variable when a difference between the simulated output and the reference output is greater than a threshold.

Abstract: Medical devices and related systems and methods are provided. A method of providing a notification pertaining to a physiological condition using a translation model involves identifying an error metric associated with an input variable associated with the translation model, determining a reference output of the translation model by providing reference values for the input variable to the translation model, generating modulated values for the input variable based on the reference values using the error metric, determining a simulated output of the translation model by providing the modulated values for the input variable to the translation model, and updating the translation model to reduce a weighting associated with the input variable when a difference between the simulated output and the reference output is greater than a threshold.

Abstract: Medical devices and related systems and methods are provided. A method of providing a notification pertaining to a physiological condition using a translation model involves identifying an error metric associated with an input variable associated with the translation model, determining a reference output of the translation model by providing reference values for the input variable to the translation model, generating modulated values for the input variable based on the reference values using the error metric, determining a simulated output of the translation model by providing the modulated values for the input variable to the translation model, and updating the translation model to reduce a weighting associated with the input variable when a difference between the simulated output and the reference output is greater than a threshold.