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Page 2 of 292
    1. Computational and Systems Biology
    2. Neuroscience

    Training deep neural density estimators to identify mechanistic models of neural dynamics

    Pedro J Gonçalves et al.
    Deep neural networks can be trained to automatically find mechanistic models which quantitatively agree with experimental data, providing new opportunities for building and visualizing interpretable models of neural dynamics.
    1. Plant Biology

    Accurate and versatile 3D segmentation of plant tissues at cellular resolution

    Adrian Wolny et al.
    Convolutional neural networks and graph partitioning algorithms can be combined into an easy-to-use tool for segmentation of cells in dense plant tissue volumes imaged with light microscopy.
    1. Neuroscience

    Ventromedial prefrontal cortex stimulation enhances memory and hippocampal neurogenesis in the middle-aged rats

    Albert Liu et al.
    High-frequency stimulation of the ventromedial prefrontal cortex, which enhances memory and hippocampal neurogenesis, is a novel target for treatment of dementia-related diseases.
    1. Cell Biology

    Intelligent classification of platelet aggregates by agonist type

    Yuqi Zhou et al.
    An intelligent method is developed to morphologically classify platelet aggregates by agonist type, which potentially opens a window on novel clinical diagnostics and therapeutics of thrombotic disorders.
    1. Computational and Systems Biology
    2. Immunology and Inflammation

    Deep generative models for T cell receptor protein sequences

    Kristian Davidsen et al.
    Deep learning improves estimation of T cell receptor cohort frequencies and learns the rules of VDJ recombination, potentially making it helpful for vaccine design.
    1. Medicine
    2. Microbiology and Infectious Disease

    Augmented curation of clinical notes from a massive EHR system reveals symptoms of impending COVID-19 diagnosis

    Tyler Wagner et al.
    Applying deep learning technology for the large-scale curation of symptoms from unstructured EHR clinical notes accurately predicts the differential signals of COVID-19 diagnosis over the week preceding typical PCR testing.
    1. Computational and Systems Biology
    2. Microbiology and Infectious Disease

    Defining host–pathogen interactions employing an artificial intelligence workflow

    Daniel Fisch et al.
    The application of deep learning fills a major gap in host–pathogen research providing for unbiased, multi-module high-throughput image analysis.
    1. Cell Biology
    2. Neuroscience

    2018 Gairdner Awards: The past, present and future of light-gated ion channels and optogenetics

    Sheena A Josselyn
    Research into light-gated ion channels called channelrhodospins laid the foundations for the development of optogenetics, a technique that has gone on to revolutionize neuroscience.
    1. Biochemistry and Chemical Biology
    2. Neuroscience

    Point of View: Looking back and looking forward at Janelia

    Gerald M Rubin, Erin K O'Shea
    The Janelia Research Campus opened its doors 12 years ago: we describe the philosophy underpinning Janelia, the lessons learned, and plans for the future.
  1. Point of View: Competency-based assessment for the training of PhD students and early-career scientists

    Michael F Verderame et al.
    A method to assess the training of scientists, based on a set of 10 core competencies, is proposed.