The application relates to a computer-implemented method comprising: receiving, from a query-initiating device configured to display a user interface, a predictive telemetry data object, the predictive telemetry data object associated with a plurality of predictive measurements, each predictive measurement of the plurality of predictive measurements associated with a sensor device of one or more sensor devices in a monitored system; generating, based on the predictive telemetry data and one or more models of the monitored system, a maintenance prediction for the associated sensor device; generating one or more maintenance need notification outputs based on the maintenance prediction; and causing the query-initiating device to display the one or more maintenance need notification outputs using the user interface.
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