Abstract: A data evaluation method includes a processor receiving data sets N, each of which has one or more parameters, applying the data sets N to a machine learning model and generating observations on the data sets N; and executing a network sensitivity analysis (NSA) that includes generating a N NSA curve for each of k distinct parameters in the N data sets including computing an observation ON with the data sets, and generating a N?j NSA curve for each of the of the k distinct parameters. Generating a N?J NSA curve includes removing the jth data set from the N data sets and computing an observation ONj. Executing the NSA further includes determining a contribution of a jth data set based on the k N NSA curves and the k N?j NSA curves; and computing a relative strength Sj of each of the N data sets.

Abstract: Various implementations include a plant holder that includes at least one wall having an inner surface, a first end, and a second end. The inner surface of the at least one wall defines a channel, along with a first opening to the channel and a second opening to the channel. The first end and the second end of the at least one wall are spaced apart along a central axis that extends through the openings. The plant holder also includes at least two legs extending axially from and being spaced around a perimeter of the second end of the at least one wall. Adjacent edges of adjacent legs define a gap therebetween.

Abstract: A knee joint prosthesis for a tibia and femur can include a tibial component, a tibial bearing, and a post. The tibial bearing can include a first bearing portion, a second bearing portion, and an aperture. The first bearing portion can be positionable on a first side of the sagittal axis and can have a first shape. The second bearing portion can be positionable on a second side can have a second shape different than the first shape. The post, together with the first bearing portion and the second bearing portion, can be configured to promote the femur to pivot substantially about the first bearing portion.

Abstract: A system includes a first server including a first optical communication system and a first control system, and a second server including a second optical communication system and a second control system. The first and second control systems optically communicates with each other using the first and second optical communication systems, and the second control system is configured to control a temperature of the first and second servers by controlling airflow from the first server to the second server.

Abstract: A knee joint prosthesis for a tibia and femur can include a tibial component, a tibial bearing, and a post. The tibial bearing can include a first bearing portion, a second bearing portion, and an aperture. The first bearing portion can be positionable on a first side of the sagittal axis and can have a first shape. The second bearing portion can be positionable on a second side can have a second shape different than the first shape. The post, together with the first bearing portion and the second bearing portion, can be configured to promote the femur to pivot substantially about the first bearing portion.

Abstract: A computer-implemented method analyzes a medical treatment plan for a patient having a medical condition and determines a value of health care of the plan. The method includes a processor executing instructions to enter the patient into an electronic medical records (EMR) system of a medical facility visited by the patient, assign the patient a diagnosis, recording the medical treatment plan, and generate a portal for accessing and displaying the medical treatment plan. The method further includes a health care value analytics (HVA) server accessing and using historical data, generating a value baseline for approved medical treatments of medical conditions addressed by the medical treatment plan, generating one or more HVA data objects that provide a running comparison of the medical treatment plan and the value baseline, and providing the HVA data objects for display through the portal onto an EMR/HVA access device.

Abstract: A method of controlled delivery of breathing gases is described the method comprising: applying breathing gas pressure within the first naris of a patient during inhalation; applying breathing gas pressure within the second naris of the patient during inhalation; applying breathing gas pressure within the first naris of the patient during exhalation; and applying breathing gas pressure within the second naris of the patient during exhalation, wherein the breathing gas pressure applied to the first naris during inhalation is higher than the gas pressure applied to the second naris during inhalation and the breathing gas inflow to the patient is substantially through the first naris during inhalation and wherein the breathing gas pressure applied to the first naris during exhalation is lower than the gas pressure applied to the second naris during exhalation and the gas outflow from the patient is substantially through the first naris during exhalation.

Abstract: Example implementations relate to a heat sink. For example, an implementation includes a heat sink including a main region to interface with an electronic device mounted to a printed circuit board. The heat sink also includes a load spreading bar coupled to the main region. The load spreading bar includes a first attachment region including a first attachment feature and a second attachment feature. The first attachment feature is to interface with an upper side of the printed circuit board and the second attachment feature is to interface with a lower side of the printed circuit board. The load spreading bar also includes a second attachment region to interface with the printed circuit board.

Abstract: During orthopedic surgeries, body parts are moved in different ways to cause different anatomic features (e.g. muscles or the trochanters) to tighten or loosen, or become more or less prominent during the intended surgical incisions, which can result in easier surgical procedures. Body parts can be moved using a variety of different structures. The exemplary structures described herein can allow for: (1) a person's leg and foot to be rotated about the axis of the leg (i.e., femur/tibia axis); (2) a person's leg can be pivoted generally about the hip/femoral head/acetabulum to vary the angle between the axis of the leg and a median sagittal plane; (3) a person's leg can be moved in a direction parallel to the leg axis; and/or a person's leg can be pivoted in a generally vertical plane, about the femoral head/acetabulum while the axis of the leg and the median sagittal plane remaining substantially parallel.

Abstract: Multiple embodiments of a modular patient positioning system for use during surgical procedures are disclosed. In one exemplary embodiment the system comprises two hinged-together pegboards that can be used to support different portions of a patient's body in different planes. Pegs can be further used to retain portions of the patient's body in desired surgical positions. Additionally, a positioning member, such as a pad or cushion may be positioned over several pegs.

Abstract: A method of treating a glioma is disclosed. The method includes administering to a patient in need thereof a composition that includes a chemotherapy agent and artificial cerebrospinal fluid via convection enhanced delivery.

Abstract: A battery case houses a battery with a plurality of non-prismatic electrochemical cells and at least one electronic component. The battery case includes a plurality of cell housings and at least one electronic component housing that accommodates the at least one electronic component. The plurality of cell housings each (1) define an internal space sized to accommodate one of the electrochemical cells, and (2) include (a) an internal surface at least a portion of which is shaped to substantially correspond to a non-prismatic exterior surface of the one of the electrochemical cells to be housed by the cell housing, and (b) an external surface at least a portion of which follows contours of a corresponding portion of the inner surface.

Abstract: Apparatus and methods for forming the apparatus include nanoparticles, catalyst nanoparticles, carbon nanotubes generated from catalyst nanoparticles, and methods of fabrication of such nanoparticles and carbon nanotubes.

Abstract: The present invention provides an improved vehicle safety warning system which enables a warning of a potential or an actual hazard to be transmitted via a signal between two or more vehicles, a device for use in such a system and an improved vehicle rally safety warning and information system.

Abstract: A chemotherapy agent or a pharmaceutical composition including chemotherapy agent and artificial cerebrospinal fluid, wherein the chemotherapy agent at a concentration of between 0.01 mg/ml and 0.

Abstract: The invention relates to a composition comprising albumin and a therapeutic agent, particularly a gene therapy vector. The composition is useful in the treatment of glioma.

Abstract: Implants for positioning between vertebral members. The implant may include a superior surface to contact against a first vertebral member, and an inferior surface to contact against a second vertebral member. The implant may include a central web that extends between first and second flanges. The flanges may be shaped to form gaps that extend the height of the implant. Spaces in communication with the gaps may be formed in an interior of the implant to hold bone growth material.

Abstract: Bearing-hub unit for a motor-vehicle wheel, having an axis of rotation and provided with a stationary bearing outer ring bounded by a side surface transverse to the axis of rotation; a radially inner rotatable hub; a bearing inner ring fixed onto the hub and defining together with the outer ring a cavity devoid of any sealing device; an encoder arranged inside the cavity and fixed externally on the inner ring; and a protective cover which is made of non-ferromagnetic material and is mounted on the outer ring in axial abutment against the side surface so as to protect the encoder and close the cavity; there being provided a static sealing element which is joined to an outer edge of the protective cover and has a first sealing portion situated between the protective cover and the outer ring.

Abstract: A battery case houses a battery with a plurality of non-prismatic electrochemical cells and at least one electronic component. The battery case includes a plurality of cell housings and at least one electronic component housing that accommodates the at least one electronic component. The plurality of cell housings each (1) define an internal space sized to accommodate one of the electrochemical cells, and (2) include (a) an internal surface at least a portion of which is shaped to substantially correspond to a non-prismatic exterior surface of the one of the electrochemical cells to be housed by the cell housing, and (b) an external surface at least a portion of which follows contours of a corresponding portion of the inner surface.

Abstract: The invention relates to a composition comprising albumin and a therapeutic agent, particularly a gene therapy vector. The composition is useful in the treatment of glioma.