Abstract: Described herein are methods, devices, and systems for identifying a subset of a plurality of features, using one or more feature importance metrics, for training and using a homologous repair deficiency (HRD) classification model. Further described are methods, devices, and systems for classifying a tumor of a cancer, such as pancreatic cancer, as likely HRD positive or likely HRD negative, and for calling the tumor as HRD positive or HRD negative.

Abstract: Attractive eyeglasses and novelty shades are provided that are fun and entertaining and can be worn at sporting events, pep rallies, amusement parks, popular concerts, car races, parties, with costumes, and at other places. The improved eyeglasses and novelty shades can comprise an eye glass assembly with a novelty connected to an eyeglass frame. Desirably, the novelty comprises a headband or a part of at least one imitation vehicle or other transportation. The headband can comprise a unitary one-piece headband or an interlocking multiple piece headband. The headband can further comprises a decorative portion, such as an imitation crown, tiara, coronet, or wreath. Preferably, the attractive imitation vehicle has at least one wheel well which is positioned about one of the earpieces of the eyeglass frame.

Abstract: Attractive eyeglasses and novelty shades are provided that are fun and entertaining and can be worn at sporting events, pep rallies, amusement parks, popular concerts, car races, parties, with costumes, and at other places. The improved eyeglasses and novelty shades can comprise an eye glass assembly with a novelty connected to an eyeglass frame. Desirably, the novelty comprises a headband or a part of at least one imitation vehicle. The headband can comprise a unitary one-piece headband or an interlocking multiple piece headband. The headband can further comprises a decorative portion, such as an imitation crown, tiara, coronet, or wreath. Preferably, the attractive imitation vehicle has at least one wheel well which is positioned about one of the earpieces of the eyeglass frame.

Abstract: Attractive eyeglasses and novelty shades are provided that are fun and entertaining and can be worn at sporting events, pep rallies, amusement parks, popular concerts, car races, parties, with costumes, and at other places. The improved eyeglasses and novelty shades can comprise an eye glass assembly with a novelty connected to an eyeglass frame. Desirably, the novelty comprises a headband or a part of at least one imitation vehicle. The headband can comprise a unitary one-piece headband or an interlocking multiple piece headband. The headband can further comprises a decorative portion, such as an imitation crown, tiara, coronet, or wreath. Preferably, the attractive imitation vehicle has at least one wheel well which is positioned about one of the earpieces of the eyeglass frame.

Abstract: Attractive eyeglasses and novelty shades are provided that are fun and entertaining and can be worn at sporting events, pep rallies, amusement parks, popular concerts, car races, parties, with costumes, and at other places. The improved eyeglasses and novelty shades can comprise an eye glass assembly with at least one appendage connected to the frame and a novelty item connected to the appendage. The novelty item can comprise imitation parts of an animal, mammal, human being, bird, fish, insect, avatar, or cartoon character. At least part of the novelty items can extend outwardly and upwardly from the appendages when the eyeglasses are being worn by the user. The eye glass assembly can also have a logo.