Abstract: A content analysis system provides content understanding for a content item using an attention aware multi-modal model. Given a content item, feature extractors extract features from content components of the content item in which the content components comprise multiple modalities. A cross-modal attention encoder of the attention aware multi-modal model generates an embedding of the content item using features extracted from the content components. A decoder of the attention aware multi-modal model generates an action-reason statement using the embedding of the content item from the cross-modal attention encoder.

Abstract: Compositions and methods for an injectable liquid formulation for reducing consumption or need of a postoperative analgesic compound by a patient are presented. The pharmaceutical formulation can contain a non-opioid analgesic and a gabapentinoid, and can be administered prior to surgery to reduce postoperative pain.

Abstract: Fixed-dose combination drugs comprising an NSAID as a first drug component and a GABA-type calcium channel blocker as a second drug component are contemplated. Further contemplated aspects also include methods of administration of combination drugs and drugs contained herein.

Abstract: Compositions and methods for an injectable liquid formulation for reducing consumption or need of a postoperative analgesic compound by a patient are presented. The pharmaceutical formulation can contain a non-opioid analgesic and a gabapentinoid, and can be administered prior to surgery to reduce postoperative pain.

Abstract: Compositions and methods for injectable and liquid fulvestrant formulations that have fulvestrant at a relatively high concentration stably solubilized before and after injection of the patient are provided.

Abstract: Formulations, methods of manufacturing, methods of stabilizing, kits, and uses as medicament are provided, for example for the treatment of pain. The formulations can comprise gabapentin optionally combined with at least one non-opioid pain drug in an aqueous carrier. The pharmaceutical formulation can have a pH of about 2.0 to about 10.0. The at least one non-opioid pain drug can be acetaminophen. The components can be included in any amount suitable for purposes of obtaining properties desirable for an injectable infusion, for example an intravenous infusion.

Abstract: Formulations, methods of manufacturing, methods of stabilizing, kits, and uses as medicament are provided, for example for the treatment of pain. The formulations can comprise gabapentin optionally combined with at least one non-opioid pain drug in an aqueous carrier. The pharmaceutical formulation can have a pH of about 2.0 to about 10.0. The at least one non-opioid pain drug can be acetaminophen. The components can be included in any amount suitable for purposes of obtaining properties desirable for an injectable infusion, for example an intravenous infusion.

Abstract: Fixed-dose combination drugs comprising an NSAID as a first drug component and a GABA-type calcium channel blocker as a second drug component are contemplated. Further contemplated aspects also include methods of administration of combination drugs and drugs contained herein.

Abstract: Compositions and methods for an injectable liquid formulation for reducing consumption or need of a postoperative analgesic compound by a patient are presented. The pharmaceutical formulation can contain a non-opioid analgesic and a gabapentinoid, and can be administered prior to surgery to reduce postoperative pain.

Abstract: Formulations, methods of manufacturing, methods of stabilizing, kits, and uses as medicament are provided, for example for the treatment of pain. The formulations can comprise gabapentin optionally combined with at least one non-opioid pain drug in an aqueous carrier. The pharmaceutical formulation can have a pH of about 2.0 to about 10.0. The at least one non-opioid pain drug can be acetaminophen. The components can be included in any amount suitable for purposes of obtaining properties desirable for an injectable infusion, for example an intravenous infusion.

Abstract: Formulations, methods of manufacturing, methods of stabilizing, kits, and uses as medicament are provided, for example for the treatment of pain. The formulations can comprise gabapentin optionally combined with at least one non-opioid pain drug in an aqueous carrier. The pharmaceutical formulation can have a pH of about 2.0 to about 10.0. The at least one non-opioid pain drug can be acetaminophen. The components can be included in any amount suitable for purposes of obtaining properties desirable for an injectable infusion, for example an intravenous infusion.

Abstract: A machine-controlled method may include a web server identifying data to be cached and caching the data at the web server, the data originating from an external data source, an application server generating metadata that corresponds to the cached data, determining whether external data corresponding to the cached data has changed, receiving information corresponding to the changed external data, and updating the cached content based on the metadata and the received information.

Abstract: Techniques for provisioning and decommissioning web servers in an automated manner. In one embodiment, a threshold value relating to an operational metric of a web server can be stored. The metric can be monitored as the web server receives requests. If the metric exceeds the threshold value, additional web servers can be automatically provisioned to handle a portion of the requests. If the metric falls below the threshold value, the additional web servers can be automatically decommissioned. In another embodiment, information can be logged pertaining to web server requests received over time. Based on this information and a threshold value, patterns of high/low server load can be determined and a policy can be generated identifying time intervals during which additional web servers should be provisioned (or existing web servers should be decommissioned). The policy can be used at server runtime to provision or decommission web servers at the identified intervals.

Abstract: Formulations, methods of manufacturing, methods of stabilizing, kits, and uses as medicament are provided, for example for the treatment of pain. The formulations can comprise gabapentin optionally combined with at least one non-opioid pain drug in an aqueous carrier. The pharmaceutical formulation can have a pH of about 2.0 to about 10.0. The at least one non-opioid pain drug can be acetaminophen. The components can be included in any amount suitable for purposes of obtaining properties desirable for an injectable infusion, for example an intravenous infusion.

Abstract: Techniques for provisioning and decommissioning web servers in an automated manner. In one embodiment, a threshold value relating to an operational metric of a web server can be stored. The metric can be monitored as the web server receives requests. If the metric exceeds the threshold value, additional web servers can be automatically provisioned to handle a portion of the requests. If the metric falls below the threshold value, the additional web servers can be automatically decommissioned. In another embodiment, information can be logged pertaining to web server requests received over time. Based on this information and a threshold value, patterns of high/low server load can be determined and a policy can be generated identifying time intervals during which additional web servers should be provisioned (or existing web servers should be decommissioned). The policy can be used at server runtime to provision or decommission web servers at the identified intervals.

Abstract: Techniques for provisioning and decommissioning web servers in an automated manner. In one embodiment, a threshold value relating to an operational metric of a web server can be stored. The metric can be monitored as the web server receives requests. If the metric exceeds the threshold value, additional web servers can be automatically provisioned to handle a portion of the requests. If the metric falls below the threshold value, the additional web servers can be automatically decommissioned. In another embodiment, information can be logged pertaining to web server requests received over time. Based on this information and a threshold value, patterns of high/low server load can be determined and a policy can be generated identifying time intervals during which additional web servers should be provisioned (or existing web servers should be decommissioned). The policy can be used at server runtime to provision or decommission web servers at the identified intervals.

Abstract: A system and method for verifying the consistency of mirrored data sets between source and destination storage systems is provided. A destination verification module sends version information to the source storage system where the source verification module determines whether the source and destination storage systems are utilizing compatible versions of the verification module. If the destination verification module receives an acceptable version from the source, the destination module then determines a base PCPI to utilize for verification and sends a PCPI identifier of the base PCPI to the source. The source verification module generates and transmits a data stream consisting of comprising of checksum information. The destination verification module compares the received data stream with checksum information retrieved from disk. If there are mismatches, i.e. the received data differs from the data retrieved from disk, the destination verification module logs the data mismatches in a verification log file.

Abstract: An embodiment of the invention provides an apparatus and method for optimizing reads in a mirrored file system. The apparatus and method receives a plurality of read request blocks for reading the target regions in disks. The apparatus and method will chain the read request blocks in a first set, where all of the read request blocks in the first set are targeted to a first disk. The read request blocks in the first set are then sent as a read request to the first disk. When each read request block in the first set has completed accessing their respective target regions in the first disk, then the read data is generated from the first disk. Therefore, by chaining the read request blocks in a read request to a single disk, read striping is not performed across multiple disks during a read operation.

Abstract: A system and method verifies and repairs mirrored data sets. Verification modules executing on both the source and destination computers cooperate to identify a common persistent consistency point image (PCPI) of the source and destination data sets. Once the common image has been identified, the source sends a data stream comprising the data from the source data set to the destination to be compared with the destination data set.

Abstract: Techniques for provisioning and decommissioning web servers in an automated manner. In one embodiment, a threshold value relating to an operational metric of a web server can be stored. The metric can be monitored as the web server receives requests. If the metric exceeds the threshold value, additional web servers can be automatically provisioned to handle a portion of the requests. If the metric falls below the threshold value, the additional web servers can be automatically decommissioned. In another embodiment, information can be logged pertaining to web server requests received over time. Based on this information and a threshold value, patterns of high/low server load can be determined and a policy can be generated identifying time intervals during which additional web servers should be provisioned (or existing web servers should be decommissioned). The policy can be used at server runtime to provision or decommission web servers at the identified intervals.