Abstract: The technology disclosed herein provides a method including receiving a plurality of input/output (IO) requests at an object store, removing one or more fields from each of the plurality of input/output (IO) requests to generate a plurality of condensed IO requests, transforming one or more fields of each of the plurality of condensed IO requests to generate transformed IO requests, combining a predetermined number of transformed IO requests to generate IO trace temporal sequences, generating machine learning (ML) model input feature vectors by assigning each of the IO trace temporal sequences a ground truth value indicating whether the IO trace temporal sequence represents a ransomware attack, and training an ML model using a plurality of the ML model input feature vectors.

Abstract: A medical resuscitation system includes an external physiological stimulator system module for resuscitating a patient and an external communication system module. The external physiological stimulator and communication system modules are removeably coupled together. The external communication system module can flow a signal between it and an electronic patient information module carried by a patient. The external physiological stimulator system module can resuscitate the patient in response to this signal.

Abstract: A physiological power source is coupled to a signal coupler/decoupler through a conductive line. The signal coupler/decoupler includes a proximal signal port, connected to the physiological power source through the first conductive line, and separate distal signal ports. The signal coupler/decoupler combines signals flowing to the physiological power source through the distal signal ports and separates a signal flowing away from it through the proximal signal port.

Abstract: The invention relates to the compound 2-[1-(ethoxyimino)propy1]-3-hydroxy-5-(3-butyryl-2,4,6-trimethylphenyl)-cy clohex-2-en-1-one in the form of an anhydrous crystalline powder and a process for the preparation of said anhydrous crystalline powder.