Abstract: The present description relates to compounds, forms, and pharmaceutical compositions thereof and methods of using such compounds, forms, or compositions thereof for treating or ameliorating Huntington's disease. In particular, the present description relates to substituted bicyclic heteroaryl compounds of Formula (I), forms and pharmaceutical compositions thereof and methods of using such compounds, forms, or compositions thereof for treating or ameliorating Huntington's disease.

Abstract: The present invention provides a method for modulating the alkaloid content of a plant (e.g. a tobacco plant), the method comprising modifying said plant by modulating the activity or expression of a protein kinase. The present invention also provides for the use of a protein kinase for modulating the alkaloid content of a plant, as well as tobacco cells, plants, plant propagation materials, harvested leaves, processed tobaccos, or tobacco products obtainable in accordance with the invention.

Abstract: Systems and methods for classification and/or analysis of skin color(s) are provided. The technology integrates artificial intelligence (AI) with dermatology to enhance skin color classification. The unique matching technique aligns skin images with the Fitzpatrick skin type palette through Euclidean distance matching, achieving higher precision in skin color classification compared to conventional methods.

Abstract: Systems and methods for providing a reading engine for enhanced and adaptive narratives are provided herein. In an example, a system may include instructions to receive, from a first client device, an indication to start a narrative and generate, by a reading engine, a first chapter of the narrative based on the first client device. The reading engine may generate the first chapter to include a first set of challenge words. The reading engine monitors a reading of the first chapter by the first client device and determines one or more low fluency words based on the reading by the first client device. The reading engine may also provide narrative options for continuing the narrative present in the first chapter. Responsive to receiving a selection of a first narrative option the reading engine may generate a second chapter of the narrative based on the first narrative option.

Abstract: Stabilized ophthalmic compositions containing omega-3 oils are provided, which are useful as artificial tears and as ophthalmic compositions to diagnose, treat, or prevent keratoconjunctivitis or dry eye syndrome in a human or other mammal.

Abstract: Systems and methods in accordance with aspects of this disclosure may be provided to determine and calculate an overall driving risk index value corresponding to a driver and scene configuration. The overall driving risk index value may provide driving risk modeling and estimation at a personalized driving level. In some cases, the overall driving risk index value may be determined using a risk-predictive modeling system with weighting and machine learning and may include one or more of: a driver score system, a driver-contextual risk score system, and a conflict index system.

Abstract: A farming machine configured for identifying incorrectly configured plant identification models in farming machines is disclosed. The farming machine includes a control system configured to monitor the performance of a plant identification model to determine if it is appropriately configured for detecting plants in the field. To do so, the control system accesses images of plants in the field and applies a first plant identification model to the images to identify a probability plants in the images are a first class of plants. The control system applies a verification model to determine if plants in the field are the second class of plants (rather than the first) based on the determined probability. The farming machine applies a second plant identification model to the images to identify a second class of plants, and treats plants in the field identified as the second class of plant.

Abstract: Techniques are described herein that are capable of converting pages written in page storage during a user session to page-embedded blocks in block storage for reading. Blocks of first data are read from block storage during a user session. Pages of second data are written to page storage during the user session. The pages of the second data indicate changes to be made with regard to at least a subset of the blocks of the first data in the block storage. At a time instance at which no pages are being written to the page storage, the pages of the second data are transferred from the page storage to the block storage by converting the pages of the second data, which are configured to have a page format associated with the page storage, to page-embedded blocks, which are configured to have a block format associated with the block storage.

Abstract: This invention relates to kits including novel oral food challenge meal formulations. In particular, the invention also relates to kits including novel oral food challenge meal formulations, wherein the placebo dose formulation is indistinguishable from non-placebo dose formulations.

Abstract: This disclosure provides methods, devices and systems for provisioning resources for wireless communication. Some implementations more specifically relate to provisioning resources based on link state discriminants (LSDs). In some aspects, an LSD may indicate an average amount of time a respective station (STA) is in an awake state. In such aspects, an access point (AP) may prioritize communication with specific STAs, or over specific links, based on the LSDs. In some other aspects, an LSD may indicate an average amount of time all STAs associated with an AP are in an awake state. In such aspects, the AP may dynamically reduce power consumption based on the LSDs. Still further, in some aspects, an LSD may indicate an average amount of time two or more STAs are concurrently in an awake state on a given link. In such aspects, an AP may assign STAs to multi-user groups based on the LSDs.

Abstract: An improved information management system that implements a staging area or cache to temporarily store primary data in a native format before the primary data is converted into secondary copies in a secondary format is described herein. For example, the improved information management system can include various media agents that each include one or more high speed drives. When a client computing device provides primary data for conversion into secondary copies, the primary data can initially be stored in the native format in the high speed drive(s). If the client computing device then submits a request for the primary data, the media agent can simply retrieve the primary data from the high speed drive(s) and transmit the primary data to the client computing device. Because the primary data is already in the native format, no conversion operations are performed by the media agent, thereby reducing the restore delay.

Abstract: Disclosed is a method for boosting (e.g., improving) graphics performance of an electronic device. The method for boosting graphics performance of an electronic device comprises: determining a context of the electronic device for boosting the graphics performance, determining a current state of the electronic device, determining at least one graphics configuration of hardware components of the electronic device and at least one application of the electronic device based on the context of the electronic device and the current state of the electronic device and generating a virtual display for displaying the at least one application based on the at least one graphics configuration of the hardware components and the at least one application.

Abstract: An automated clinical trial matching system is disclosed, which may be used by a care provider to generate a shortlist of clinical trials that a patient may participate in, or by a trial coordinator to generate a list of patients eligible for a given clinical trial. The clinical trial matching system may rely on large language models (LLMs), clinical ontologies, reference databases, clinical guidelines, etc., to generate patient data models and clinical trial data models including structured data that may be directly compared using a matching model. Clinical trials that match a patient and/or patients that match a clinical trial may then be ranked, with top ranking results being shortlisted for display to the care provider or trial coordinator. The clinical trial matching system may display the top ranking results in a graphical user interface that indicates elements of a clinical trial and patient data that match.

Abstract: Methods, apparatus, and systems for detection and remediation of an identified attempt of impersonation of a digital entity. The methods may include authenticating a call received by a user device. The methods may include instantiating an entity-operated application on the user device. The methods may include detecting one or more keywords indicating that the call is associated with a predefined entity. The methods may include generating and transmitting a one-time token to the predefined entity. The methods may include identifying, during the call, a first voice and a second voice, the second voice being different from the first voice. The methods may include processing words identified as being uttered by the second voice into groups of text utterances using a natural language processing (“NLP”) model. The methods may include detecting, during a predetermined time period, if any text utterances from the groups of text utterances correspond to the one-time token.

Abstract: A system and method are described herein for estimating power usage of various components of a CPU and controlling voltage regulators based on the estimated power usage. The power estimates may be based on digital power meter readings at each component, on voltage information from a voltage regulator, and on other power information. This power information is transmitted over a mesh interconnect disposed throughout the CPU such that power estimation can be accurately calculated and used to control voltage regulators without being limited by external bus speeds. More of the power management processes and components may be disposed on the CPU and connected to the mesh interconnect. These power management processes include various calibrations, adjustments, and limits so as efficiently manage and use the more rapidly processed power estimations.

Abstract: Methods and systems to provide a form of probabilistic labeling to associate an outage with a disturbance, which could itself be either known based on the available data or unknown. In the latter case, labeling is especially challenging, as it necessitates the discovery of the disturbance. One approach incorporates a statistical change-point analysis to time-series events that correspond to service tickets in the relevant geographic sub-regions. The method is calibrated to separate the regular periods from the environmental disturbance periods, under the assumption that disturbances significantly increase the rate of loss-causing events. To obtain the probability that a given loss-causing event is related to an environmental disturbance, the method leverages the difference between the rate of events expected in the absence of any disturbances (baseline) and the rate of actually observed events. In the analysis, the local disturbances are identified and estimators of their duration and magnitude are provided.

Abstract: Techniques for providing a QA run cycle and report generation system are provided. In one technique, a user interface (UI) tool retrieves first software testing result data that was generated based on a first type of software test of a software build. The UI tool also retrieves second software testing result data that was generated based on a second type of software test of the software build. In response to receiving first input that selects the first software testing result data, the UI tool updates a UI to present first data that is based on a portion of the first software testing result data. In response to receiving the second input that selects the second software testing result data, the UI tool updates the UI to present second data that is based on a portion of the second software testing result data.

Abstract: A device and methods for predicting and preventing frame drops to achieve a smooth User Interface (UI) experience on an electronic device are provided. The method includes determining, by the electronic device, one or more display frame parameters for displaying each frame, determining, by the electronic device, one or more device operating parameters indicative of a system state of one or more resources in the electronic device, estimating, by the electronic device, a preparation time for rendering each frame on the electronic device using the one or more display frame parameters and the one or more device operating parameters, and adjusting, by the electronic device, the one or more resources in the electronic device to reduce the preparation time, in response to the estimated preparation time indicating occurrence of a frame drop.

Abstract: Various systems and methods are provided for generating and editing of medical reports and records using artificial intelligence (AI) assistance. An intelligent medical reporting tool may edit medical materials such as electronic medical records, medical reports, and treatment plans. The intelligent medical reporting tool can provide edit recommendations and suggested additions to medical materials to a user of the tool. Edit recommendations and suggested additions may be related to contradictions, incompleteness, clarity, and clinical guidelines.

Abstract: While operating in a low-power operating domain that utilizes a low-power processor device, a mobile computing device causes display of a low-power operating domain interface. The mobile computing device makes a determination that a user intends a particular type of interaction that requires the mobile computing device to operate in a high-performance operating domain that utilizes a high-performance processor device. The mobile computing device performs initial process(es) of a plurality of domain-switching processes that are performed to switch the mobile computing device from the low-power operating domain to the high-performance operating domain. Responsive to the determination, the mobile computing device causes display of a high-performance operating domain interface.