Abstract: The electronic device for recommending an AI-based melanoma biopsy site according to an exemplary embodiment of the present invention includes a processor which classifies a skin image that is input by using a classification model as melanoma or nevus, identifies melanoma features in the skin image by using a generation model when the skin image is classified as melanoma to generate an image from which the melanoma features are removed, and compares the skin image with the generated image to identify at least one candidate biopsy site.

Abstract: The present invention relates to a polysubstituted imidazolo[4,5-c][1,2]thiazine derivative and a use of an agent comprising same as an active agent, which is useful for infectious diseases associated with vascular inflammation caused by HMGB1 protein activity. It has been found that the polysubstituted imidazolo[4,5-c][1,2]thiazine derivative of the present invention increases the sepsis survival rate as a result of searching for antiseptic effects through CLP-induced sepsis animal experiments. Accordingly, the agent comprising the polysubstituted imidazolo[4,5-c][1,2]thiazine derivative or a pharmaceutically acceptable salt thereof as an active agent may be advantageously used as a therapeutic agent for infectious diseases and vascular inflammatory diseases including sepsis caused by HMGB1 protein activity.

Abstract: Disclosed herein are an apparatus and method for updating an Internet-based malware detection engine using virtual machine scaling. The method may include creating a scaling group and an update group set based on a first virtual machine image, creating a second virtual machine image for a running virtual machine in response to occurrence of a snapshot event in the virtual update group run based on the first virtual machine image, modifying the scale-out image of the scaling group to the second virtual machine image, updating the scaling group by triggering a scale-out event and a scale-in event in the scaling group in response to occurrence of an update event, and modifying the scale-in image of the scaling group to the second virtual machine image.

Abstract: A computing apparatus includes at least one memory storing at least one program, and at least one processor configured to, by executing the at least one program, acquire at least one of first information regarding a primary clinical trial previously performed on a certain drug and second information indicating an association between the drug and each of candidate biomarkers, set a criterion related to responsitivity to the drug based on the acquired information, and generate information related to a secondary clinical trial based on the set criterion.