Abstract: An online concierge system receives unstructured data describing items offered for purchase by various warehouses. To generate attributes for products from the unstructured data, the online concierge system extracts candidate values for attributes from the unstructured data through natural language processing. One or more users associate a subset candidate values with corresponding attributes, and the online concierge system clusters the remaining candidate values with the candidate values of the subset associated with attributes. One or more users provide input on the accuracy of the generated clusters. The candidate values are applied as labels to items by the online concierge system, which uses the labeled items as training data for an attribute extraction model to predict values for one or more attributes from unstructured data about an item.

Abstract: Selectively providing voltage-gated sodium channel function sufficient to rescue impaired Nav1.1 function to inhibitory neurons is described. Provided voltage-gated sodium channel function sufficient to rescue impaired Nav1.1 function in inhibitory neurons can be used to treat disorders such as epilepsy, and more particularly, Dravet Syndrome.

Abstract: Artificial expression constructs for modulating gene expression in targeted central nervous system cell types are described. The artificial expression constructs can be used to express synthetic genes or modify gene expression in neocortical layer 4 (L4) intratelencephalic (IT) neurons and/or neocortical L5 IT neurons.

Abstract: An online concierge system receives unstructured data describing items offered for purchase by various warehouses. To generate attributes for products from the unstructured data, the online concierge system extracts candidate values for attributes from the unstructured data through natural language processing. One or more users associate a subset candidate values with corresponding attributes, and the online concierge system clusters the remaining candidate values with the candidate values of the subset associated with attributes. One or more users provide input on the accuracy of the generated clusters. The candidate values are applied as labels to items by the online concierge system, which uses the labeled items as training data for an attribute extraction model to predict values for one or more attributes from unstructured data about an item.

Abstract: Selectively providing voltage-gated sodium channel function sufficient to rescue impaired Nav1.1 function to inhibitory neurons is described. Provided voltage-gated sodium channel function sufficient to rescue impaired Nav1.1 function in inhibitory neurons can be used to treat disorders such as epilepsy, and more particularly, Dravet Syndrome.

Abstract: In an approach, responsibility for reissuing a fetch micro-operation is allocated to a reissue queue subsequent to a cache miss corresponding to a cache and the fetch micro-operation. Responsive to higher level cache returning data to the cache, an issue selection algorithm of the issue queue is overridden to prioritize reissuing the fetch micro-operation.

Abstract: Artificial expression constructs for modulating gene expression in targeted central nervous system cell types are described. The artificial expression constructs can be used to express synthetic genes or modify gene expression in GABAergic or glutamatergic neurons within the thalamus. In some cases, the artificial constructs can also be used to express synthetic genes or modify gene expression in neurons within the thalamus as well as a secondary cell type.

Abstract: Artificial expression constructs for modulating gene expression in targeted central nervous system cell types are described. The artificial expression constructs can be used to express synthetic genes or modify gene expression in claustrum neurons including L6 IT Car3 neurons.

Abstract: A flexible oximeter device for measuring pulse and blood oxygen saturation in tissue includes a first array of first light emitting elements that emit red light, a second array of second light emitting elements that emit green light or near-infrared (NIR) light and an array of sensor elements arranged on at least one flexible substrate. Each sensor element is configured to detect red and green or NIR light, and to output a signal representing an amount of red or green or NIR light detected. The first and second arrays and the array of sensor elements form a plurality of interleaved measurement pixels, each pixel comprising one of the first light emitting elements and a corresponding sensor element, and one of the second light emitting elements and a different corresponding sensor element.

Abstract: Artificial expression constructs for modulating gene expression in GABAergic neurons and astrocytes are described. The artificial expression constructs can be used to express SLC6A1 for the treatment of SLC6A1-associated disorders, among other uses.

Abstract: Artificial expression constructs for modulating gene expression in targeted central nervous system cell types are described. The artificial expression constructs can be used to express synthetic genes or modify gene expression in chandelier cells. Chandelier cells are a subtype of GABAergic interneurons that that have been implicated in disorders such as epilepsy and schizophrenia.

Abstract: In an approach, responsibility for reissuing a fetch micro-operation is allocated to a reissue queue subsequent to a cache miss corresponding to a cache and the fetch micro-operation. Responsive to higher level cache returning data to the cache, an issue selection algorithm of the issue queue is overridden to prioritize reissuing the fetch micro-operation.

Abstract: Artificial expression constructs for modulating gene expression in striatal neurons are described. The artificial expression constructs can be used to express heterologous genes in striatal neurons including in striatal medium spiny neuron-pan, striatal medium spiny neuron-indirect pathway, striatal medium spiny neuron-direct pathway, striatal interneuron-cholinergic, and Drd3+ medium spiny neurons in olfactory tubercle. The artificial expression constructs can be used for many purposes, including to research and treat movement disorders such as Parkinson's disease and Huntington's disease.

Abstract: The present disclosure provides compositions and methods for minimally invasive optogenetic stimulation. More particularly, the present disclosure provides compositions and methods for using an ultra-sensitive step-function opsin for minimally invasive optogenetic stimulation.

Abstract: Artificial expression constructs for selectively modulating gene expression in selected central nervous system cell types are described. The artificial expression constructs can be used to selectively express synthetic genes or modify gene expression in inhibitory neocortical GABAergic neurons including somatostatin GABAergic neurons, parvalbumin GABAergic neurons, vasointestinal peptide GABAergic neurons, Lamp5 GABAergic neurons, and in some instances astrocytes.

Abstract: Artificial expression constructs for selectively modulating gene expression in selected central nervous system cell types are described. Particularly, the artificial expression constructs can be used to selectively express synthetic genes and/or modify gene expression in neocortical glutamatergic layer 5 neurons, such as glutamatergic layer 5 extratelencephalic-projecting (L5 ET) neurons.

Abstract: Artificial expression constructs for selectively modulating gene expression in selected central nervous system cell types are described. The artificial expression constructs can be used to selectively express synthetic genes or modify gene expression in astrocytes, oligodendrocytes, microglia, pericytes, SMC, or endothelial cells.

Abstract: Artificial expression constructs for selectively modulating gene expression in selected central nervous system cell types are described. The artificial expression constructs can be used to selectively express synthetic genes or modify gene expression in GABAergic neurons generally; and/or GABAergic neuron cell types such as lysosomal associated membrane protein 5 (Lamp5) neurons; vasoactive intestinal polypeptide-expressing (Vip) neurons; somatostatin (Sst) neurons; and/or parvalbumin (Pvalb) neuron cell types. Certain artificial expression constructs additionally drive selective gene expression in Layer 4 and/or layer 5 intratelencephalic (IT) neurons, deep cerebellar nuclear neurons or cerebellar Purkinje cells.

Abstract: A flexible oximeter device for measuring pulse and blood oxygen saturation in tissue includes a first array of first light emitting elements that emit red light, a second array of second light emitting elements that emit green light or near-infrared (NIR) light and an array of sensor elements arranged on at least one flexible substrate. Each sensor element is configured to detect red and green or NIR light, and to output a signal representing an amount of red or green or NIR light detected. The first and second arrays and the array of sensor elements form a plurality of interleaved measurement pixels, each pixel comprising one of the first light emitting elements and a corresponding sensor element, and one of the second light emitting elements and a different corresponding sensor element.

Abstract: Artificial expression constructs for selectively modulating gene expression in selected central nervous system cell types are described. The artificial expression constructs can be used to selectively express synthetic genes or modify gene expression in excitatory cortical neurons, such as primarily within cortical layers 2/3, 4, 5, and 6 and including those with extratelencephalic (ET) projections, intratelencephalic (IT) projections, and pyramidal tract (PT) projections, among others.