Abstract: A notification message is received indicating an upload of a file to a cloud service. An analysis engine (which can execute one or more machine learning models or other analysis operations) can generate information that characterizes the file which can be indicative of a level of trustworthiness for the file. In response to the generated information, each of a plurality of judges are notified to commence or revisit a judging process. In response to the notifications, the judges (which can execute one or more machine learning models or other analysis operations) retrieve the generated information and determine a respective trustworthiness score for the file. These scores can be stored in a corresponding judge database and/or data can be provided which characterizes the determined trustworthiness scores to a consuming application or process. Related apparatus, systems, techniques and articles are also described.

Abstract: A system for connection to a catheter to aspirate clot from the vasculature of a patient includes a vacuum console and a canister assembly which can be removably mounted in a mounting region of the vacuum console. The canister assembly includes a clear canister with an interior and an open top. A lid is removably attachable over the open top of the clear canister, and the clear canister has a vacuum port and a pressure sensing port each formed in a wall of the canister. The vacuum port aligns with a vacuum connector on the enclosure and the pressure sensing port aligns with a pressure sensing connector on the enclosure when the canister assembly is mounted on the mounting region of the vacuum console. The clear canister has a filter plate configured to be suspended in the interior of the clear canister at a location mid-way between the open top and a bottom to separate clot from blood as they are aspirated from the catheter.

Abstract: A system for connection to a catheter to aspirate clot from the vasculature of a patient includes a vacuum console and a canister assembly which can be removably mounted in a mounting region of the vacuum console. The canister assembly includes a clear canister with an interior and an open top. A lid is removably attachable over the open top of the clear canister, and the clear canister has a vacuum port and a pressure sensing port each formed in a wall of the canister. The vacuum port aligns with a vacuum connector on the enclosure and the pressure sensing port aligns with a pressure sensing connector on the enclosure when the canister assembly is mounted on the mounting region of the vacuum console. The clear canister has a filter plate configured to be suspended in the interior of the clear canister at a location mid-way between the open top and a bottom to separate clot from blood as they are aspirated from the catheter.