Nature Biomedical Engineering
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Convergence of microengineering and cellular self-organization towards functional tissue manufacturing
Nature Biomedical Engineering - Tập 1 Số 12 - Trang 939-956
In vitro bone-like nodules generated from patient-derived iPSCs recapitulate pathological bone phenotypes
Nature Biomedical Engineering - Tập 3 Số 7 - Trang 558-570
DNA origami nanostructures can exhibit preferential renal uptake and alleviate acute kidney injury
Nature Biomedical Engineering - Tập 2 Số 11 - Trang 865-877
Structural, geometric and genetic factors predict interregional brain connectivity patterns probed by electrocorticography
Nature Biomedical Engineering - 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.
Nature Biomedical Engineering - Tập 6 Số 12 - Trang 1399-1406
Personalized virtual-heart technology for guiding the ablation of infarct-related ventricular tachycardia
Nature Biomedical Engineering - Tập 2 Số 10 - Trang 732-740
Computationally guided personalized targeted ablation of persistent atrial fibrillation
Nature Biomedical Engineering - Tập 3 Số 11 - Trang 870-879
Explainable machine-learning predictions for the prevention of hypoxaemia during surgery
Nature Biomedical Engineering - Tập 2 Số 10 - Trang 749-760
Use of a supramolecular polymeric hydrogel as an effective post-operative pericardial adhesion barrier
Nature Biomedical Engineering - Tập 3 Số 8 - Trang 611-620
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