Abstract: Methods are provided for identifying biomarker proteins that exhibit differential expression in subjects with a first lung condition versus healthy subjects or subjects with a second lung condition. Also provided are compositions comprising these biomarker proteins and methods of using these biomarker proteins or panels thereof to diagnose, classify, and monitor various lung conditions. The methods and compositions provided herein may be used to diagnose or classify a subject as having lung cancer or a non-cancerous condition, and to distinguish between different types of cancer (e.g., malignant versus benign, SCLC versus NSCLC).

Abstract: An embodiment of the present invention is directed to implementing an AI security platform that secures AI/ML models while keeping the configuration and implementation simple and streamlined. An embodiment of the present invention is directed to delivering visibility on AI models across an entire organization.

Abstract: An imaging system including a rotatable device configured for rotation, a memory including an error table having a plurality of error entries and a position detection apparatus coupled to the rotatable device, the position detection apparatus having at least one position sensor, the at least one position sensor producing a position signal, the position detection apparatus combining the position signal with at least one of the plurality of error entries of the error table, to thereby produce an output signal representative of a substantially true position of the rotatable device.

Abstract: A bearing for an imaging apparatus includes a first bearing flank including a first bearing surface having a shape in cross-section defined by a first arc having a first radius extending from a first surface axis. The bearing further includes a second bearing flank including a second bearing surface having a shape in cross-section defined by a second arc having a second radius extending from a second surface axis. The first bearing flank and the second bearing flank are structured and adapted such that the first bearing surface and the second bearing surface together in cross-section form a concave shape, and such that the first bearing surface and the second bearing surface are non-concentric. Alternatively, the first and second bearing flanks can be replaced by roller bearings.

Abstract: A mobile phone handset having a housing that includes a front part and a back part, in which the front part and back part housings are joined in an overlapping manner. The mobile phone handset is capable of allowing significant variations on the physical appearance of the handset such as changing the shape of the front face. These variations involve no re-design of the back part and a core of the phone because the housing of the front part overlaps the housing of the back part when being connected.