mhurhangee/ep-ind-claims huggingface dataset:
A computer-implemented method for using machine learning to determine abnormal cardiac activity of a subject, the method comprising: retrieving one or more periods of time of cardiac data and motion data for a subject from a memory, each period of time including more than one window of the cardiac data and the motion data; determining one or more signal quality indices for each window of the cardiac data and the motion data of the one or more periods of time; extracting one or more cardiovascular features for each period of time using at least the cardiac data, the motion data, and the one or more signal quality indices for the cardiac data and the motion data; applying a tensor transform that transforms data to time-frequency space to the cardiac data and/or the motion data to generate a tensor for each window of the one or more periods of time; applying a trained deep learning architecture to each tensor of the one or more periods of time to classify each window and/or each period into one or more classes using at least the one or more signal quality indices for the cardiac data and the motion data and cardiovascular features, the deep learning architecture including a convolutional neural network, a bidirectional recurrent neural network, and an attention network, the one or more classes including abnormal cardiac activity and normal cardiac activity; and generating a report including a classification of cardiac activity of the subject for the one or more periods based on the one or more classes. determining one or more signal quality indices for each window of the cardiac data and the motion data of the one or more periods of time; extracting one or more cardiovascular features for each period of time using at least the cardiac data, the motion data, and the one or more signal quality indices for the cardiac data and the motion data; applying a tensor transform that transforms data to time-frequency space to the cardiac data and/or the motion data to generate a tensor for each window of the one or more periods of time; applying a trained deep learning architecture to each tensor of the one or more periods of time to classify each window and/or each period into one or more classes using at least the one or more signal quality indices for the cardiac data and the motion data and cardiovascular features, the deep learning architecture including a convolutional neural network, a bidirectional recurrent neural network, and an attention network, the one or more classes including abnormal cardiac activity and normal cardiac activity; and generating a report including a classification of cardiac activity of the subject for the one or more periods based on the one or more classes.
An epoxy resin composition comprising an A component, a B component, a C component, a D component and an E component, wherein the content rate of sulfur atoms is equal to or more than 0.2 wt% and equal to or less than 7 wt%, and the content rate of the C component is equal to or more than 1 wt% and equal to or less than 15 wt%. A component: an epoxy resin B component: a reaction product obtained by the reaction between at least portions of an epoxy resin and an amine compound having at least one sulfur atom in its molecule wherein component B may include unreacted epoxy resin and/or amine compound C component: a polyamide compound soluble in the A component D component: a urea compound E component: dicyandiamide wherein the content rate of sulfur atoms is equal to or more than 0.2 wt% and equal to or less than 7 wt%, and the content rate of the C component is equal to or more than 1 wt% and equal to or less than 15 wt%. A component: an epoxy resin B component: a reaction product obtained by the reaction between at least portions of an epoxy resin and an amine compound having at least one sulfur atom in its molecule wherein component B may include unreacted epoxy resin and/or amine compound C component: a polyamide compound soluble in the A component D component: a urea compound E component: dicyandiamide A component: an epoxy resin B component: a reaction product obtained by the reaction between at least portions of an epoxy resin and an amine compound having at least one sulfur atom in its molecule wherein component B may include unreacted epoxy resin and/or amine compound C component: a polyamide compound soluble in the A component D component: a urea compound E component: dicyandiamide
Industrial truck having a lifting device which has at least one working function for handling a load, wherein the working function comprises an actuating element which can be controlled by an electric controller, having an actuating travel and a position sensor for detecting the position of the working function by means of a position signal (β) as a function of the actuating travel, wherein a set point signal (α) for the position of the working function can be predefined by means of an operator control unit, and the electric controller carries out a closed-loop control process on the basis of the set point signal (α) of the operator control unit and of the position signal (β) of the position sensor, characterized in that the operator control unit has, for finding a specific position in a continuous movement range for the operator control unit during the control process, preselection positions which can be perceived by a person.
An antibody or antigen binding fragment thereof, which specifically binds to ASCT2, for use in the treatment of a cancer characterized by overexpression of ASCT2, wherein the antibody or antigen-binding fragment comprises a heavy chain variable region and a light chain variable region, wherein the VH comprises an amino acid sequence 100% identical to the reference amino acid sequence of SEQ ID NO: 3, and wherein the VL comprises an amino acid sequence 100% identical to the reference amino acid sequence of SEQ ID NO: 4, wherein said treatment comprises administering to a subject in need thereof an effective amount of said antibody or antigen binding fragment thereof and the cancer is selected from colorectal cancer, head and neck squamous cell carcinoma, prostate cancer, lung cancer, pancreatic cancer, melanoma, endometrial cancer, acute myelogenous leukemia, multiple myeloma, and diffuse large B-cell lymphoma.
A control circuit for a generator for an ultrasonic surgical instrument, the control circuit configured to: measure a complex impedance of an ultrasonic blade coupled to an ultrasonic transducer; compare the measured complex impedance to stored values of complex impedance patterns associated with ultrasonic blade functions; and apply an algorithm to control a power output to the ultrasonic transducer based on the comparison. measure a complex impedance of an ultrasonic blade coupled to an ultrasonic transducer; compare the measured complex impedance to stored values of complex impedance patterns associated with ultrasonic blade functions; and apply an algorithm to control a power output to the ultrasonic transducer based on the comparison.
A device for use in eye surgery comprising a gas pressure device for providing a variable initial pressure (P A), a fluid container (7; 32; 43) for providing a fluid for rinsing an eye, wherein the fluid container (7; 32; 43) is connected to a surgical handpiece on a side which is lower in the operating position in order to deliver the fluid into the eye at an irrigation pressure (P I) predeterminable by the surgeon, wherein the fluid container (7; 32; 43) is connected to a connecting element (9; 20; 26; 33; 41; 45) on a side which is upper in the operating position, wherein the fluid container (7; 32; 43) communicates with a gas phase container (10; 31) via a mandrel (16; 21; 27; 34) of the connecting element (9; 20; 26; 33; 41; 45) on a lower side of the gas phase container (10; 31), with the gas phase container (10; 31) being filled at least partially with the fluid, and wherein the gas phase container (10; 31) and/or the fluid container (7; 32; 43) exhibit(s) a gas phase (12; 39; 44) and the gas phase (12; 39; 44) communicates with the gas pressure device via the connecting element (9; 20; 26; 33; 41; 45) or a fluid container line, whereby the irrigation pressure (P I) of the surgical handpiece is adjustable via the variable initial pressure (P A) of the gas pressure device, and wherein a first channel (17; 23; 29; 35; 46) and a second channel (18; 24; 30; 36) are formed in the connecting element (9; 20; 26; 33; 41; 45), wherein the gas phase container (10; 31) is connected with the surroundings thereof or to the gas pressure device via the first channel (17; 23; 29; 35; 46) and wherein the second channel connects the gas phase container (10; 31) and the fluid container (7; 32; 43), characterized in that the mandrel (16; 21; 27; 34) has an end projecting into the gas phase container (10; 31), wherein the first channel (17; 23; 29; 35; 46) and the second channel (18; 24; 30; 36), at the end of the mandrel (16; 21; 27; 34), extend into the gas phase of the gas phase container (10; 31) during the entire delivery of the fluid into the eye at an irrigation pressure (P I) predetermined by the surgeon.
A battery pack case in which a battery module having a plurality of stacked battery cells or unit modules or unit cells is mounted, wherein the battery pack case is provided at an upper part and a lower part thereof with a coolant inlet port and a coolant outlet port, respectively, which are directed in opposite directions such that a coolant to cool the unit cells can flow from one side to the other side of the battery module in a direction perpendicular to a cell stacking direction, the battery pack case is further provided with a flow space or coolant introduction part, extending from the coolant inlet port to the battery module and another flow space or coolant discharge part, extending from the battery module to the coolant outlet port, and a flow channel width of the coolant introduction part and/or a flow channel width of the coolant discharge part is greater than that of each of the unit cells, thereby achieving uniform distribution of the coolant, characterized in that the coolant discharge part has a vertical sectional area equivalent to 100 to 300%, preferably, 150 to 250% of that of the coolant inlet port..
A method for network node selection in a wireless communication system, the method comprising: receiving, from a home network, a message comprising a policy associated with network node selection; determining whether the home network policy has precedence over a policy of a visited network based on the message; and selecting a network node based on the policy of the home network in response to determining the home network policy has precedence over the visited network policy; and wherein the policy comprises at least one of mobility or routing policies; and wherein the message further comprises an indication of precedence, and determining comprises determining the home network policy has precedence based on the indication of precedence; and wherein the indication of precedence comprises an access node list, wherein determining comprises matching the visited network to an entry in the access node list, and determining the home network policy has precedence if the visited network is not matched to an entry in the access node list, and the visited network policy has precedence if the visited network is matched to an entry in the access node list. receiving, from a home network, a message comprising a policy associated with network node selection; determining whether the home network policy has precedence over a policy of a visited network based on the message; and selecting a network node based on the policy of the home network in response to determining the home network policy has precedence over the visited network policy; and wherein the policy comprises at least one of mobility or routing policies; and wherein the message further comprises an indication of precedence, and determining comprises determining the home network policy has precedence based on the indication of precedence; and wherein the indication of precedence comprises an access node list, wherein determining comprises matching the visited network to an entry in the access node list, and determining the home network policy has precedence if the visited network is not matched to an entry in the access node list, and the visited network policy has precedence if the visited network is matched to an entry in the access node list.
A dry sliding low friction suture having an undulated surface, the suture comprising: at least one first strand having a first Denier and a first diameter; and at least one second strand braided with the at least one first strand, the at least one second strand having a second Denier and a second diameter, wherein the first Denier is greater than the second Denier, the first diameter is greater than the second diameter, the at least one first strand forms high portions of the undulated surface, the at least one second strand forms low portions of the undulated surface, and the first and second strands are braided tightly such that no gaps are formed therebetween when bending or twisting by hand, characterized in that a distance between adjacent high portions of the undulated surface is between about 50-150 microns. at least one first strand having a first Denier and a first diameter; and at least one second strand braided with the at least one first strand, the at least one second strand having a second Denier and a second diameter, wherein the first Denier is greater than the second Denier, the first diameter is greater than the second diameter, the at least one first strand forms high portions of the undulated surface, the at least one second strand forms low portions of the undulated surface, and the first and second strands are braided tightly such that no gaps are formed therebetween when bending or twisting by hand, characterized in that a distance between adjacent high portions of the undulated surface is between about 50-150 microns.
Method for separating terpenes from an aqueous alcohol mixture, comprising the steps of: - feeding the terpene-containing aqueous alcohol mixture into a central region of a heatable distillation column; - feeding hot water into a top region of the distillation column; - removing the top vapours from the distillation column and feeding them to a condenser in which a top vapour condensate is produced by condensation; - feeding the top vapour condensate to a phase separator downstream of the condenser, in which phase separator a terpene-rich phase and a terpene-poor phase are separated from the top vapour condensate; and - removing the terpene-rich phase as the end product, characterised in that the method further comprises returning the low-terpene phase to the top region of the distillation column, below the hot water. - feeding the terpene-containing aqueous alcohol mixture into a central region of a heatable distillation column; - feeding hot water into a top region of the distillation column; - removing the top vapours from the distillation column and feeding them to a condenser in which a top vapour condensate is produced by condensation; - feeding the top vapour condensate to a phase separator downstream of the condenser, in which phase separator a terpene-rich phase and a terpene-poor phase are separated from the top vapour condensate; and - removing the terpene-rich phase as the end product,
A method for manufacturing magnetoresistive devices, each of the devices having a multilayer magnetic film formed on a substrate so that the formed multilayer magnetic film can act as a magnetoresistive device, the method characterized by including: in a reactive ion etching chamber, processing the multilayer magnetic film through a reactive ion etching process using an etching gas including alcohol containing at least one or more hydroxyl groups, transferring the multilayer magnetic film from the reactive ion etching chamber to an ion beam etching chamber, and in the ion beam etching chamber removing a damaged layer formed on a surface of the multilayer magnetic film in the reactive ion etching process by etching the surface of the multilayer magnetic film that is processed by the reactive ion etching process using irradiation of ion beams which have accelerating voltages between 50 and 200V. in a reactive ion etching chamber, processing the multilayer magnetic film through a reactive ion etching process using an etching gas including alcohol containing at least one or more hydroxyl groups, transferring the multilayer magnetic film from the reactive ion etching chamber to an ion beam etching chamber, and in the ion beam etching chamber removing a damaged layer formed on a surface of the multilayer magnetic film in the reactive ion etching process by etching the surface of the multilayer magnetic film that is processed by the reactive ion etching process using irradiation of ion beams which have accelerating voltages between 50 and 200V.
A paste suitable for a negative plate of a lead-acid battery, the paste comprising at least (a) a lead-based active material and an expander mixture comprising (b) carbon, (c) barium sulfate and (d) a lignosulfonate, characterized in that at least part of at least two of said components (a) to (d) are present in the paste as composite particles, wherein the composite particles comprise agglomerates of carbon particles having at least part of one or more of said (a) lead-based active material, (c) barium sulfate, and (d) lignosulfonate associated therewith.
A method for the rapid production of an object from a light-polymerizable resin by additive manufacturing, comprising: (a) inputting into a processor a boundary shape and a plurality of desired mechanical properties for said object; (b) subdividing said boundary shape into a plurality of adjacent work cells in the processor; (c) providing a plurality of lattices in a database, each lattice of the database including a geometry and a mechanical property; (d) filling a first one of said work cells with a lattice from the database, the lattice selected based on the correspondence of the mechanical properties of said lattice to said desired mechanical properties of said object; (e) filling the remaining ones of said work cells with lattices from said database to produce a filled boundary shape in the processor, each said lattice selected based on: (i) the correspondence of the mechanical properties of said lattice to the desired mechanical properties of the object, and (ii) the compatibility of adjacent lattices in adjacent work cells with one another; then (f) producing said object by additive manufacturing from the light-polymerizable resin and the filled boundary shape, wherein said database includes a manufacturability score for said additive manufacturing step for each said lattice, and said filling steps (d)-(e) are carried out with preference for lattices having a higher manufacturability score. (a) inputting into a processor a boundary shape and a plurality of desired mechanical properties for said object; (b) subdividing said boundary shape into a plurality of adjacent work cells in the processor; (c) providing a plurality of lattices in a database, each lattice of the database including a geometry and a mechanical property; (d) filling a first one of said work cells with a lattice from the database, the lattice selected based on the correspondence of the mechanical properties of said lattice to said desired mechanical properties of said object; (e) filling the remaining ones of said work cells with lattices from said database to produce a filled boundary shape in the processor, each said lattice selected based on: (i) the correspondence of the mechanical properties of said lattice to the desired mechanical properties of the object, and (ii) the compatibility of adjacent lattices in adjacent work cells with one another; then (f) producing said object by additive manufacturing from the light-polymerizable resin and the filled boundary shape, wherein said database includes a manufacturability score for said additive manufacturing step for each said lattice, and said filling steps (d)-(e) are carried out with preference for lattices having a higher manufacturability score.
A method for manufacturing a part made of composite material comprising at least the following steps: a) introducing an adhesion promoter (10; 100) into the pores of a fibrous preform formed by yarns coated by a coating having -OH groups at its surface, the adhesion promoter being a Lewis complex or a Lewis acid, the Lewis complex adhesion promoter comprising a reactive structure S1 of formula B1-X-H, where B1 is a Lewis base, the Lewis acid adhesion promoter comprising a reactive structure S2 of formula X-H with the atom X having an empty orbital, in these two alternatives, X designates boron or aluminium, b) grafting the adhesion promoter to the surface of the coating by addition on the -OH groups at the atom X, c) introducing a ceramic precursor resin into the pores of the fibrous preform, after the step of grafting the adhesion promoter, d) polymerising the introduced resin and bonding the grafted adhesion promoter to the resin by chemical reaction between these two compounds at the X-H bond of the grafted promoter, this polymerisation and this bonding being carried out by heating the fibrous preform into which the resin has been introduced, e) forming a ceramic matrix phase in the pores of the fibrous preform by pyrolysis of the polymerised resin. a) introducing an adhesion promoter (10; 100) into the pores of a fibrous preform formed by yarns coated by a coating having -OH groups at its surface, the adhesion promoter being a Lewis complex or a Lewis acid, the Lewis complex adhesion promoter comprising a reactive structure S1 of formula B1-X-H, where B1 is a Lewis base, the Lewis acid adhesion promoter comprising a reactive structure S2 of formula X-H with the atom X having an empty orbital, in these two alternatives, X designates boron or aluminium, b) grafting the adhesion promoter to the surface of the coating by addition on the -OH groups at the atom X, c) introducing a ceramic precursor resin into the pores of the fibrous preform, after the step of grafting the adhesion promoter, d) polymerising the introduced resin and bonding the grafted adhesion promoter to the resin by chemical reaction between these two compounds at the X-H bond of the grafted promoter, this polymerisation and this bonding being carried out by heating the fibrous preform into which the resin has been introduced, e) forming a ceramic matrix phase in the pores of the fibrous preform by pyrolysis of the polymerised resin.
Shoe for a hoof of an animal, the shoe comprising a sole for being mounted to an underside of the hoof of said animal, wherein the shoe comprises at least two fixation areas for fixing the shoe to the hoof in operational use, wherein the fixation areas are located on opposite sides (S3, S4) of the hoof, wherein each fixation area comprises at least one protruding element provided on an inner side thereof, wherein the inner side is defined as the side facing the hoof of the animal when the shoe has been applied to the hoof, the at least one protruding element penetrating, in operational use, into the hoof for fixing a position of the fixation area relative to the hoof, wherein each fixation area is connected with the sole by at least one elastic connection (22-1, 22-2) for allowing a certain degree of movement between the fixation areas and the sole in operational use, characterised in that the sole comprises a flexible and/or elastic material, and in that the shoe further comprises a sidewall connected to the sole, wherein the elastic connections (22-1, 22-2) are integrated into the sidewall, wherein the sidewall comprises a peripheral wall having a predefined receiving recess which matches the size and shape of an elastic clipping element in operational use of the shoe, wherein, in operational use, the elastic clipping element extends from a front side of the shoe and covers the fixation areas for applying by an internal pretension force in the elastic clipping element an inwardly-directed pressure on the fixation areas for pressing the protruding elements into the hoof.