Abstract: An exemplary method for predicting one or more adipose depots for a patient includes receiving one or more Dual-energy X-ray Absorptiometry (DEXA) scans comprising at least a portion of a torso of the patient; providing at least one or more portions of the one or more DEXA scans to a trained machine-learning model, wherein the machine-learning model is trained using a training dataset comprising: a plurality of training DEXA scans of a plurality of subjects and a plurality of corresponding Magnetic Resonance Imaging (MRI)-image-based adiposity scores of the plurality of subjects; and predicting the one or more adipose depots for the patient utilizing the trained machine-learning model.

Abstract: A dispenser for a shippable container is provided, where the shippable container has a hollow body, an opening, a collar adjacent the opening, and a closure sealing the opening. The dispenser has a collar engagement portion configured to engage the collar of the shippable container, a closure engagement portion configured to engage the closure of the shippable container, and a body engagement portion configured to engage a portion of the hollow body of the shippable container. An aperture in the dispenser is configured to dispense contents from the hollow body of the shippable container. The dispenser can be configured to dispense contents from the hollow body of the shippable container when the shippable container is in an inverted position.

Abstract: A frame for a shippable container is provided, where the shippable container has a hollow body, an opening, and a collar adjacent the opening. The frame has a collar engagement portion configured to engage the collar of the shippable container and a body engagement portion configured to engage a portion of the hollow body of the shippable container. The collar engagement portion and/or the body engagement portion can be configured to engage the collar of the shippable container and prevent rotation of the shippable container about the opening relative to the frame.

Abstract: A frame for a shippable container is provided, where the shippable container has a hollow body, an opening, and a collar adjacent the opening. The frame has a collar engagement portion configured to engage the collar of the shippable container and a body engagement portion configured to engage a portion of the hollow body of the shippable container. The collar engagement portion and/or the body engagement portion can be configured to engage the collar of the shippable container and prevent rotation of the shippable container about the opening relative to the frame.

Abstract: A dispenser for a shippable container is provided, where the shippable container has a hollow body, an opening, a collar adjacent the opening, and a closure sealing the opening. The dispenser has a collar engagement portion configured to engage the collar of the shippable container, a closure engagement portion configured to engage the closure of the shippable container, and a body engagement portion configured to engage a portion of the hollow body of the shippable container. An aperture in the dispenser is configured to dispense contents from the hollow body of the shippable container. The dispenser can be configured to dispense contents from the hollow body of the shippable container when the shippable container is in an inverted position.

Abstract: A dispenser for a shippable container is provided, where the shippable container has a hollow body, an opening, a collar adjacent the opening, and a closure sealing the opening. The dispenser has a collar engagement portion configured to engage the collar of the shippable container, a closure engagement portion configured to engage the closure of the shippable container, and a body engagement portion configured to engage a portion of the hollow body of the shippable container. An aperture in the dispenser is configured to dispense contents from the hollow body of the shippable container. The dispenser can be configured to dispense contents from the hollow body of the shippable container when the shippable container is in an inverted position.

Abstract: A beverage bottle. The bottle may include a flattened upper lobe, a flattened lower lobe, and a substantially circular transitional section. The bottle may be made out of a plastic material.

Abstract: A pressure resistant plastic bottle for containing and dispensing an aerosol composition. The plastic bottle is designed to reduce deformation by a local reinforcement to the neck and shoulder regions. The reinforcement preferably comprises the provision of a wall thickness for a lower portion of the neck as compared to the wall thickness of the upper portion of the neck to be increased by a ratio of from about 1.25:1 to about 2.5:1.

Abstract: A beverage bottle. The bottle may include a flattened upper lobe, a flattened lower lobe, and a substantially circular transitional section. The bottle may be made out of a plastic material.

Abstract: A method is provided for simulating the heating of a plastic preform. A preform geometry is input into a preform design program. Oven geometry and spatial location of the preform throughout at least one oven is provided. Heating information is provided and the temperatures of the primary and secondary sources are calculated. Energy equations are solved based upon the preform geometry, the spatial location of the preform, the temperature the cooling air, and the absorption spectra of the preform material. At least one cross sectional thermal profile of a final heated preform is computed.

Abstract: A pressure resistant plastic bottle for containing and dispensing an aerosol composition. The plastic bottle is designed to reduce deformation by a local reinforcement to the neck and shoulder regions. The reinforcement preferably comprises the provision of a wall thickness for a lower portion of the neck as compared to the wall thickness of the upper portion of the neck to be increased by a ratio of from about 1.25:1 to about 2.5:1.

Abstract: The present invention relates to an injection molded preform comprising an open ended mouth forming portion, an intermediate body forming portion, and a closed base forming portion, wherein said preform comprises (1) a blend of (i) PEN copolymer and (ii) PET homopolymer or PET copolymer, such that when said PET and PEN components are physically mixed into a blend, said blend has about 5-70 wt %. PEN copolymer and 30 to 95 wt % PET homopolymer of copolymer therein, (2) a PEN copolymer, or (3) PEN homopolymer, and said preform having a stretch ratio in the range of 18:1 to 25:1 in order form a bottle having a volume in the range of 250 ml to 850 ml, wherein the stretch index is below 130 cm. Alternatively, said preform has a stretch ratio in the range of 18:1 to 20:1 in order to form a bottle having a volume in the range of 250 ml to 1000 ml. The invention further relates to an injection mold defining a cavity corresponding to an injection molded preform of the invention.