Abstract: A machine learning platform operating at a server is described. The machine learning platform accesses a dataset from a datastore. A task that identifies a target of a machine learning algorithm from the machine learning platform is defined. The machine learning algorithm forms a machine learning model based on the dataset and the task. The machine learning platform deploys the machine learning model and monitors a performance of the machine learning model after deployment. The machine learning platform updates the machine learning model based on the monitoring.

Abstract: According to some embodiments, an apparatus for charging a wireless harness automated measurement system (WHAMS) includes a charging cart, a mobile frame, a plurality of light-emitting diode (LED) indicators, and a plurality of charging slots. The charging cart may charge a plurality of wireless test modules (WTMs) of the WHAMS. The mobile aluminum frame may support the charging cart. The plurality of light-emitting diode (LED) indicators may identify a status of the plurality of the WTMs during testing of the WHAMS. The plurality of charging slots may charge the plurality of WTMs. Each of the plurality of charging slots is associated with a respective one of the plurality of LED indicators.

Abstract: The present invention provides an external fixator (1) for fixation of a joint, such as a proximal interphalangeal (PIP) joint of a finger, and a kit comprising a congruent pair of such external fixators (1). The external fixator (1) comprises a rigid planar member made of a radio-transparent material. The planar member comprises a circular through hole (6) and a rectilinear main slot (10), which is radially aligned with the through hole (6). The external fixator (1) may also comprise a circular arc (8) of radio-opaque material centred on the through hole (6), a tail (14) to aid in its manipulation, and one or more subsidiary slots (20). The main and subsidiary slots (10, 20) have dentilated inner surfaces. In addition to a congruent pair of external fixators (1), the kit may further comprise a plurality of Kirschner wires and one or more stoppers (not shown).

Abstract: Coating compositions or paint having a pigment blended with a polymer system including one or more latex polymers, wherein the polymer system contains an alkali-soluble resin having an acid value and molecular weight and provided in a preferably desired amount to demonstrate optimal performance characteristics of washability, stain resistance or scrubability without negatively impacting block resistance, especially when neutralized with a low-volatility base.

Abstract: A package comprising at least 50% wt. biodegradable material and a plurality of unit dose detergent pouches, and wherein said unit dose detergent pouches comprise on average from to 15 g detergent composition.

Abstract: Methods, systems, and storage media for determining the similarities of post content for mapping into a hyperspace. In an exemplary method, the disclosure comprises receiving a query at the processor. The method includes determining post data associated with the query. The post data comprises a plurality of posts provided to a social media platform by various users of the platform. The method includes determining, by the processor, a relationship between at least two posts of the plurality of posts. The method includes training, by the processor, a machine language model. The machine language model is based on the query and the relationship between the at least two posts. The method also generates a hyperspace based on the relationship between the at least two posts and the query.

Abstract: A method of treating a biological surface. The method includes a first generator dispersing a first dryfog within a sealed chamber, then exhausting the first dry fog from the sealed chamber. Further the first generator or a second generator dispersing a second dry fog within the sealed chamber, then exhausting the second dry fog from the sealed chamber.

Abstract: A system for creating and dispersing a dry fog utilizing a production system for producing hypochlorous acid, a preservation system for preserving hypochlorous acid, and a dry fog system for creating dry fog droplets of hypochlorous acid.

Abstract: Electrolytic interior surface treatment apparatus (100) for the electrolytic treatment of an internal surface (102) of a metallic pipe (1) includes at least two oppositely polarised electrodes (3, 4). The apparatus (100) includes: an electrically insulating centralisation arrangement (106) to keep, in use, the electrodes (3, 4) centred within the pipe (1); and an electrically insulating flexible connection arrangement (104) located between the two electrodes (3, 4) to permit movement of one electrode relative to the other. The centralisation arrangement (106) includes a plurality of spaced apart centralisation devices (5, 6). Each centralisation device (5, 6) includes an electrically insulating mounting (7) for mounting the respective centralisation device (5, 6) to the apparatus (100). Each centralisation device (5, 6) includes a plurality of flexible elements (108), each of which is fixed to the mounting (7) and extends outwardly from the mounting (7).

Abstract: A sports article display device, including a main body, an inner tube disposed within at least a portion of the main body, an eyepiece removably connected to at least a portion of the inner tube to facilitate viewing, and a filtering lens removably connected to at least a portion of the inner tube to receive a picture thereon to be viewed through the eyepiece.

Abstract: The invention provides electrochemical surface treatment apparatus (100) for the treatment of radioactively contaminated internal surfaces of a pipe (1). The apparatus (100) includes an electrode device (102). The device (102) includes an electrode (4), which, in use, is located in electrolyte liquid (2) within the pipe (1) adjacent a treatment surface (104) to be treated with a gap (106) defined between the electrode (4) and the treatment surface (104). The apparatus (100) includes a circulation arrangement (108). The electrode (4) defines an internal passage (110). In use, the circulation arrangement (108) causes a recirculating flow of electrolyte liquid (2) through the gap (106) in one direction and along the passage (110) in an opposite direction.

Abstract: Provided herein are nucleic acid trans-splicing molecules (e.g., pre-mRNA trans-splicing molecules (RTMs); RNA exon editing molecules) capable of correcting mutations in the ABCA4 gene. Such molecules are useful in the treatment of disorders such as ABCA4-associated retinal dystrophies (e.g., Stargardt Disease or cone-rod dystrophy). Also described herein are methods of using the nucleic acid trans-splicing molecules described herein to correct mutations in ABCA4, thereby treating disorders associated with mutations in ABCA4 and use of the nucleic acid trans-splicing molecules described herein for treating disorders associated with mutations in ABCA4 and in the preparation of medicaments for the treatment of disorders associated with mutations in ABCA4.

Abstract: A sunscreen formulation includes, by weight: 2-4% of rice bran extract; 50-70% of a carrier oil; 10-15% of a wax stabilizer; 18-25% of a mineral sunscreen; and wherein the formulation has a sun protection factor of at least 40. In some embodiments, the mineral sunscreen is zinc oxide, and the rice brand extract together with the zinc oxide provides a sun protection factor of at least 50. In this embodiment, artificial preservatives are not required because the sunscreen formulation is anhydrous.

Abstract: Provided herein are nucleic acid trans-splicing molecules (e.g., pre-mRNA trans-splicing molecules (RTMs); RNA exon editing molecules) capable of correcting mutations in the ABCA4 gene. Such molecules are useful in the treatment of disorders such as ABCA4-associated retinal dystrophies (e.g., Stargardt Disease or cone-rod dystrophy). Also described herein are methods of using the nucleic acid trans-splicing molecules described herein to correct mutations in ABCA4, thereby treating disorders associated with mutations in ABCA4 and use of the nucleic acid trans-splicing molecules described herein for treating disorders associated with mutations in ABCA4 and in the preparation of medicaments for the treatment of disorders associated with mutations in ABCA4.

Abstract: Methods and systems for improved categorization of queries are disclosed. In one aspect, a search query is received and determined to match a pattern having an uncategorized variable placeholder portion. In response to determining the search query matches the pattern, the pattern is used to identify a first portion of the search query based on the first portion of the search query corresponding to the uncategorized variable placeholder portion of the pattern. The search query is categorized by assigning, to the search query, a category associated with the first portion of the search query. Search results are generated for the search query using the category associated with the first portion of the search query.

Abstract: Disclosed herein are methods, systems, and devices for providing light for surface disinfection. In one embodiment, a device includes a controller, a disinfecting light source electronically coupled with the controller, and a positioning mechanism mechanically coupled with the light source and electronically coupled with the controller. Additionally, the controller is configured to direct the disinfecting light source using the positioning mechanism.

Abstract: A method for modifying a trailer detection routine for a vehicle trailer detection system includes identifying a trailer in image data via a trailer detection model and activating a detection training routine for the trailer. The method further includes capturing the image data of the trailer from a plurality of perspectives relative to a trailer heading of the trailer and controlling an update procedure configured to generate a modified trailer detection model operable to detect the trailer.

Abstract: Methods and systems for improved categorization of queries are disclosed. In one aspect, a search query is received and determined to match a pattern having an uncategorized variable placeholder portion. In response to determining the search query matches the pattern, the pattern is used to identify a first portion of the search query based on the first portion of the search query corresponding to the uncategorized variable placeholder portion of the pattern. The search query is categorized by assigning, to the search query, a category associated with the first portion of the search query. Search results are generated for the search query using the category associated with the first portion of the search query.

Abstract: Methods and systems for improved categorization of queries are disclosed. In one aspect, first queries having query results limited to a particular category are identified. Second queries including a first query are also identified. For identified second queries, a pattern is generated based on the second query and the included first query, and a rank of the first query's particular category in results for the second query and a percentage of the second query's results having a category equivalent to the included first query's particular category are determined. The ranks and percentages are aggregated for matching patterns, and second patterns with aggregated ranks and percentages meeting a criterion are determined. Results for a third query are limited to a category equivalent to a particular category for a first query included in the third query, and then transmitted over a computer network to a client device.