Nature Biomedical Engineering
2157-846X
2157-846X
Mỹ
Cơ quản chủ quản: Nature Publishing Group , NATURE PORTFOLIO
Lĩnh vực:
Computer Science ApplicationsBiotechnologyBioengineeringMedicine (miscellaneous)Biomedical Engineering
Các bài báo tiêu biểu
Explainable machine-learning predictions for the prevention of hypoxaemia during surgery
Tập 2 Số 10 - Trang 749-760
An explainable deep-learning algorithm for the detection of acute intracranial haemorrhage from small datasets
Tập 3 Số 3 - Trang 173-182
DNA origami nanostructures can exhibit preferential renal uptake and alleviate acute kidney injury
Tập 2 Số 11 - Trang 865-877
Personalized virtual-heart technology for guiding the ablation of infarct-related ventricular tachycardia
Tập 2 Số 10 - Trang 732-740
Computationally guided personalized targeted ablation of persistent atrial fibrillation
Tập 3 Số 11 - Trang 870-879
Use of a supramolecular polymeric hydrogel as an effective post-operative pericardial adhesion barrier
Tập 3 Số 8 - Trang 611-620
Structural, geometric and genetic factors predict interregional brain connectivity patterns probed by electrocorticography
Tập 3 Số 11 - Trang 902-916
Expert-level detection of pathologies from unannotated chest X-ray images via self-supervised learning Abstract In tasks involving the interpretation of medical images, suitably trained machine-learning models often exceed the performance of medical experts. Yet such a high-level of performance typically requires that the models be trained with relevant datasets that have been painstakingly annotated by experts. Here we show that a self-supervised model trained on chest X-ray images that lack explicit annotations performs pathology-classification tasks with accuracies comparable to those of radiologists. On an external validation dataset of chest X-rays, the self-supervised model outperformed a fully supervised model in the detection of three pathologies (out of eight), and the performance generalized to pathologies that were not explicitly annotated for model training, to multiple image-interpretation tasks and to datasets from multiple institutions.
Tập 6 Số 12 - Trang 1399-1406
Convergence of microengineering and cellular self-organization towards functional tissue manufacturing
Tập 1 Số 12 - Trang 939-956