Abstract: Machine learning systems and methods are disclosed for prediction of wound healing, such as for diabetic foot ulcers or other wounds, and for assessment implementations such as segmentation of images into wound regions and non-wound regions. Systems for assessing or predicting wound healing can include a light detection element configured to collect light of at least a first wavelength reflected from a tissue region including a wound, and one or more processors configured to generate an image based on a signal from the light detection element having pixels depicting the tissue region, determine reflectance intensity values for at least a subset of the pixels, determine one or more quantitative features of the subset of the plurality of pixels based on the reflectance intensity values, and generate a predicted or assessed healing parameter associated with the wound over a predetermined time interval.

Abstract: An aircraft may include a body structure, a tail section articulatably coupled to the body structure and including a tail structure, a propulsion system coupled to the tail structure and configured to produce thrust for the aircraft, and a stabilizer coupled to the tail structure, and an actuation system configured to articulate the tail section relative to the body structure to change a thrust vector of the propulsion system and an angle of attack of the stabilizer during flight. The actuation system may be configured to articulate the tail section about at least two perpendicular rotational axes. The propulsion system may be configured to produce the thrust in a first thrust direction in a first flight mode (e.g., a rotor-borne flight mode) and to produce the thrust in a second thrust direction in a second flight mode (e.g., a wing-borne flight mode).

Abstract: An aircraft may include a body structure and a propulsion system coupled to the body structure and including a mounting shaft and a rotor. The rotor may include a rotor hub and a set of rotor blades, wherein the rotor is configured to orient the set of rotor blades at a first collective blade angle during a first flight mode and orient the set of rotor blades at a second collective blade angle during a second flight mode. The propulsion system may further include a motor coupled to the rotor and configured to rotate the rotor in a first rotational direction in the first flight mode to produce thrust in a first thrust direction and rotate the rotor in a second rotational direction opposite the first rotational direction in the second flight mode to produce thrust in a second thrust direction opposite the first thrust direction.

Abstract: An aircraft may include a body structure and a propulsion system coupled to the body structure and including a mounting shaft and a rotor. The rotor may include a rotor hub and a set of rotor blades, wherein the rotor is configured to orient the set of rotor blades at a first collective blade angle during a first flight mode and orient the set of rotor blades at a second collective blade angle during a second flight mode. The propulsion system may further include a motor coupled to the rotor and configured to rotate the rotor in a first rotational direction in the first flight mode to produce thrust in a first thrust direction and rotate the rotor in a second rotational direction opposite the first rotational direction in the second flight mode to produce thrust in a second thrust direction opposite the first thrust direction.

Abstract: An aircraft may include a body structure, a tail section articulatably coupled to the body structure and including a tail structure, a propulsion system coupled to the tail structure and configured to produce thrust for the aircraft, and a stabilizer coupled to the tail structure, and an actuation system configured to articulate the tail section relative to the body structure to change a thrust vector of the propulsion system and an angle of attack of the stabilizer during flight. The actuation system may be configured to articulate the tail section about at least two perpendicular rotational axes. The propulsion system may be configured to produce the thrust in a first thrust direction in a first flight mode (e.g., a rotor-borne flight mode) and to produce the thrust in a second thrust direction in a second flight mode (e.g., a wing-borne flight mode).

Abstract: An aircraft may include a fuselage, a propulsion assembly configured to produce thrust for the aircraft, and a gimballing mechanism articulatably coupling the propulsion assembly to the fuselage and configured to rotate the propulsion assembly about a first axis of rotation defined through a center of mass of the propulsion assembly, and rotate the propulsion assembly about a second axis of rotation defined through the center of mass of the propulsion assembly. The first axis of rotation may be perpendicular to the second axis of rotation. The first axis of rotation may be perpendicular to the second axis of rotation.

Abstract: A processor includes one or more cores having cache, a cache home agent (CHA), a near memory controller, to near memory, and a far memory controller, which is to: receive a first memory read operation from the CHA directed at a memory address; detect a miss for the first memory address at the near memory; issue a second memory read operation to the far memory controller to retrieve a cache line, having first data, from the memory address of far memory; receive the cache line from the far memory controller in response to the second memory read operation; and send the cache line to the CHA with a forced change to a directory state of the cache line at the CHA, the forced change to cause the CHA to snoop remote sockets to maintain data coherence for the cache line in an absence of directory state in the far memory.

Abstract: Embodiments of apparatuses, methods, and systems for code prefetching are described. In an embodiment, an apparatus includes an instruction decoder, load circuitry, and execution circuitry. The instruction decoder is to decode a code prefetch instruction. The code prefetch instruction is to specify a first instruction to be prefetched. The load circuitry to prefetch the first instruction in response to the decoded code prefetch instruction. The execution circuitry is to execute the first instruction at a fetch stage of a pipeline.

Abstract: A processor includes one or more cores having cache, a cache home agent (CHA), a near memory controller, to near memory, and a far memory controller, which is to: receive a first memory read operation from the CHA directed at a memory address; detect a miss for the first memory address at the near memory; issue a second memory read operation to the far memory controller to retrieve a cache line, having first data, from the memory address of far memory; receive the cache line from the far memory controller in response to the second memory read operation; and send the cache line to the CHA with a forced change to a directory state of the cache line at the CHA, the forced change to cause the CHA to snoop remote sockets to maintain data coherence for the cache line in an absence of directory state in the far memory.

Abstract: A liquid nutritional composition including 5-methyltetrahydrofolic acid (5-MTHF) is provided. The liquid nutritional composition also includes ascorbic acid and a protein system containing methionine to inhibit or reduce oxidation of the 5-MTHF and provide an active folate level of the liquid nutritional composition that remains stable over the shelf life of the liquid nutritional composition.

Abstract: Nutritional compositions for modulating or reducing inflammation in an individual in need. The nutritional compositions can include a rice protein hydrolysate having a minimum degree of hydrolysis of 15%, where at least 30% of the rice protein hydrolysate peptides are less than 1000 Da., and no more than 30% of the rice protein peptides are greater than 3000 Da.

Abstract: A liquid nutritional composition including 5-methyltetrahydrofolic acid (5-MTHF) is provided. The liquid nutritional composition also includes ascorbic acid and a protein system containing methionine to inhibit or reduce oxidation of the 5-MTHF and provide an active folate level of the liquid nutritional composition that remains stable over the shelf life of the liquid nutritional composition.

Abstract: Disclosed are nutritional compositions, and methods of using and making the nutritional compositions, that include calcium beta-hydroxy-beta-methylbutyrate and protein. The calcium beta-hydroxy-beta-methylbutyrate is in sequestered or ion-exchanged form to reduce the interaction of the calcium with the protein in the nutritional composition and improve the overall stability of the nutritional composition.

Abstract: Potato protein, in combination with other vegetable proteins, replaces a portion of the total protein in a nutrition drink or shake or other nutritional composition intended for oral consumption. By suitable selection of the types and amounts of these proteins the overall cost of manufacturing the nutritional composition can be reduced without adversely affecting its other desirable properties such as nutritional value, stability, solubility, clarity, taste, and mouthfeel.

Abstract: The combination of potato protein, intact rice protein and hydrolyzed rice protein, replaces a portion of the vegetable protein in a nutrition shake or other nutritional composition intended for oral consumption. By suitable selection of the types and amounts of these proteins the overall cost of manufacturing the nutritional composition can be reduce without adversely affecting its other desirable properties such as nutritional value, stability, taste and mouthfeel.

Abstract: Disclosed are nutritional compositions, and methods of using and making the nutritional compositions, that include calcium beta-hydroxy-beta-methylbutyrate and protein. The calcium beta-hydroxy-beta-methylbutyrate is in sequestered or ion-exchanged form to reduce the interaction of the calcium with the protein in the nutritional composition and improve the overall stability of the nutritional composition.

Abstract: A safety circuit used in low-voltage connecting systems leaves the two low-voltage systems disconnected until it determines that it is safe to make a connection. When the safety circuit determines that no unsafe conditions exist and that it is safe to connect the two low-voltage systems, the safety circuit may connect the two systems by way of a “soft start” that provides a connection between the two systems over a period of time that reduces or prevents inductive voltage spikes on one or more of the low-voltage systems. When one of the low-voltage systems has a completely-discharged battery incorporated into it, a method is used for detection of proper polarity of the connections between the low-voltage systems. The polarity of the discharged battery is determined by passing one or more test currents through it and determining whether a corresponding voltage rise is observed.

Abstract: Current transformer relays having dual functions as current transformers and electromechanical switches are described. The current transformer relay includes a relay coil and a conducting loop concentric with the relay coil. Additional functions are thus provided in addition to the main relay switching function or functions. The concentric nature of the relay coil and the conducting loop create a current transformer between these elements. The additional functions include the ability to measure an alternating current (AC) current conducted by the conducting loop, the ability to detect and interpret an information signal imposed on power lines connected to the conducting loop, the ability to induce or impose an information signal on the conducting loop for transmission to power lies connected to the conducting loop, and the ability to measure a differential current between currents carried by the conducting loop and a second concentric conducting loop.

Abstract: Methods and apparatus to efficiently process non-ownership load requests hitting modified line (M-line) in cache of a different processor are described. In one embodiment, a first agent changes the state of a first data and forwards it to a second, requesting agent who stores the first data in an alternative modified state. Other embodiments are also described.

Abstract: A safety circuit used in low-voltage connecting systems leaves the two low-voltage systems disconnected until it determines that it is safe to make a connection. When the safety circuit determines that no unsafe conditions exist and that it is safe to connect the two low-voltage systems, the safety circuit may connect the two systems by way of a “soft start” that provides a connection between the two systems over a period of time that reduces or prevents inductive voltage spikes on one or more of the low-voltage systems. When one of the low-voltage systems has a completely-discharged battery incorporated into it, a method is used for detection of proper polarity of the connections between the low-voltage systems. The polarity of the discharged battery is determined by passing one or more test currents through it and determining whether a corresponding voltage rise is observed.