Abstract: An example embodiment involves generating tumor image tiles from images of human papillomavirus positive (HPV +) head and neck squamous cell carcinoma (HNSCC) tumors, wherein the tumor image files are respectively labelled with indicators of tumor recurrence. The example embodiment may further involve training a neural network with the tumor image files as labelled. wherein the training results in the neural network learning combinations of histology features characteristic of tumor recurrence. Further steps may involve providing further tumor image tiles to the trained neural network. the neural network generating classifications of the further tumor image tiles based on likelihood of tumor recurrence. and storing the classifications with as respectively associated with the further tumor image tiles.

Abstract: Described herein are compounds of Formula I and methods of using said compounds for treating, ameliorating, and/or preventing cancer. The compounds are cyanine dyes, and have increased effects in hypoglycemic environments.

Abstract: A display system achieving a screen finish using vacuum suction. The system includes an optical element with an exterior surface, and an optical film is positioned over the exterior surface. The optical film is formed of a flexible optical material such as an anti-reflective material. The display system includes a retention frame supporting the optical element and retaining outer edges of the optical film against the exterior surface. The display system includes a vacuum unit in fluidic communication with a gap between the inner side of the optical film and the exterior surface of the optical element. The vacuum unit operates to pump gas out of the gap to draw a vacuum on the gap and may be operated on an ongoing basis to retain this vacuum. The optical element may be a video monitor, with the exterior surface being the display screen.

Abstract: A display system achieving a screen finish using vacuum suction. The system includes an optical element with an exterior surface, and an optical film is positioned over the exterior surface. The optical film is formed of a flexible optical material such as an anti-reflective material. The display system includes a retention frame supporting the optical element and retaining outer edges of the optical film against the exterior surface. The display system includes a vacuum unit in fluidic communication with a gap between the inner side of the optical film and the exterior surface of the optical element. The vacuum unit operates to pump gas out of the gap to draw a vacuum on the gap and may be operated on an ongoing basis to retain this vacuum. The optical element may be a video monitor, with the exterior surface being the display screen.

Abstract: A method and system for generating a therapy plan for a patient is described. The method includes providing a knowledgebase of annotated disease treatment information, a patient history database including disease types for a plurality of patients and a molecular database including molecular data associated with patients, selecting at least one of the plurality of patients for analysis, identifying a list of one or more candidate therapy plans from the knowledgebase based on at least one of the disease type and the molecular data for the at least one patient, and scoring each of the one or more candidate therapy plans by combining a molecular vector, a disease-specific vector and a patient history vector. The therapy plan with the highest score can then be selected for implementation. The system includes various hardware components for implementing the various functions as defined by the method for generating the treatment plan.

Abstract: The system and method of the present invention provides consumers with credit information including information which can help the consumer evaluate the consumer's credit report or credit worthiness. The present invention can also provide consumers with suggestions to help consumers better their credit rating. The system and method of the present invention also provide consumers with pre-approved credit offers from a consumer-selected group of merchants, where the consumers are anonymous to the merchants, and the merchants do not receive copies of the consumer's credit report. Additional functions of the present invention include allowing users to opt-out or opt-into solicitation lists, and enabling users to automatically monitor their credit report. The present invention offers these services through a third party agent of the consumer which can be accessible to the consumer via the Internet.