Deep generative abnormal lesion emphasization validated by nine radiologists and 1000 chest X-rays with lung nodules.

A general-purpose method of emphasizing abnormal lesions in chest radiographs, named EGGPALE (Extrapolative, Generative and General-Purpose Abnormal Lesion Emphasizer), is presented. The proposed EGGPALE method is composed of a flow-based generative model and L-infinity-distance-based extrapolation in a latent space. The flow-based model is trained using only normal chest radiographs, and an invertible mapping function from the image space to the latent space is determined.

Generation of multi-photon Fock states at telecommunication wavelength using picosecond pulsed light.

Multi-photon Fock states have diverse applications such as optical quantum information processing. For the implementation of quantum information processing, Fock states should be generated within the telecommunication wavelength band, particularly in the C-band (1530-1565 nm). This is because mature optical communication technologies can be leveraged for transmission, manipulation, and detection.

Bundle branch block patterns during atrial fibrillation rhythm for heart failure events.

Aims: The clinical significance of bundle branch block (BBB) during atrial fibrillation (AF) rhythm in relation to heart failure (HF) events remains to be elucidated. This study aimed to explore the associations between BBB patterns and HF in AF patients.

Methods And Results: We enrolled 2721 AF patients whose baseline electrocardiography during AF rhythm was available from a community-based prospective survey, the Fushimi AF Registry.

Broadband generation and tomography of non-Gaussian states for ultra-fast optical quantum processors.

Quantum information processors benefit from high clock frequencies to fully harness quantum advantages before they are lost to decoherence. All-optical systems offer unique benefits due to their inherent 100-THz carrier frequency, enabling the development of THz-clock frequency processors. However, the bandwidth of quantum light sources and measurement devices has been limited to the MHz range, with nonclassical state generation rates in the kHz range.