Abstract: Disclosed are some implementations of systems, apparatus, methods, and computer program products for facilitating web site navigation using a search-based navigation interface of a web-based application or browser service. A plurality of sources can be searched to identify a set of items based, at least in part, on user input received via a search input interface element of the search-based navigation interface. Each item of the set of items can correspond to an object of one of a plurality of object types. A user interface object including user-selectable options can be provided for display in proximity to the search input interface element, where each item of the set of items corresponds to a different one of the user-selectable options. In response to a user selection of one of the user-selectable options corresponding to an item of the set of items, access to the corresponding object can be provided.

Abstract: Disclosed are some implementations of systems, apparatus, methods, and computer program products for facilitating web site navigation using a search-based navigation interface of a web-based application or browser service. A plurality of sources can be searched to identify a set of items based, at least in part, on user input received via a search input interface element of the search-based navigation interface. Each item of the set of items can correspond to an object of one of a plurality of object types. A user interface object including user-selectable options can be provided for display in proximity to the search input interface element, where each item of the set of items corresponds to a different one of the user-selectable options. In response to a user selection of one of the user-selectable options corresponding to an item of the set of items, access to the corresponding object can be provided.

Abstract: A method for producing highly accurate, low cost phenotype labels for a cohort of individual using a machine learning model. The model is trained to predict phenotype labels from routine clinical data. We describe routine clinical data in the form of fundus images and making predictions as to phenotypes associated with eye diseases, such as glaucoma, however the methodology is more generally applicable to phenotype assignment from clinical data. The model is applied to a cohort of interest which includes both genomic data and the same type of routine clinical data. The model produces phenotype labels for each of the members of the cohort of interest. We then conduct a genetic association test (e.g., GWAS) on the cohort of interest using the phenotype labels produced by the model along with associated genomic data and identify genomic information (e.g., specific loci in the genome) associated with the phenotype.

Abstract: Disclosed are some implementations of systems, apparatus, methods, and computer program products for facilitating web site navigation using a search-based navigation interface of a web-based application or browser service. A plurality of sources can be searched to identify a set of items based, at least in part, on user input received via a search input interface element of the search-based navigation interface. Each item of the set of items can correspond to an object of one of a plurality of object types. A user interface object including user-selectable options can be provided for display in proximity to the search input interface element, where each item of the set of items corresponds to a different one of the user-selectable options. In response to a user selection of one of the user-selectable options corresponding to an item of the set of items, access to the corresponding object can be provided.

Abstract: Disclosed are some implementations of systems, apparatus, methods, and computer program products for facilitating web site navigation using a search-based navigation interface of a web-based application or browser service. A plurality of sources can be searched to identify a set of items based, at least in part, on user input received via a search input interface element of the search-based navigation interface. Each item of the set of items can correspond to an object of one of a plurality of object types. A user interface object including user-selectable options can be provided for display in proximity to the search input interface element, where each item of the set of items corresponds to a different one of the user-selectable options. In response to a user selection of one of the user-selectable options corresponding to an item of the set of items, access to the corresponding object can be provided.

Abstract: Disclosed are some implementations of systems, apparatus, methods, and computer program products for facilitating web site navigation using a search-based navigation interface of a web-based application or browser service. A plurality of sources can be searched to identify a set of items based, at least in part, on user input received via a search input interface element of the search-based navigation interface. Each item of the set of items can correspond to an object of one of a plurality of object types. A user interface object including user-selectable options can be provided for display in proximity to the search input interface element, where each item of the set of items corresponds to a different one of the user-selectable options. In response to a user selection of one of the user-selectable options corresponding to an item of the set of items, access to the corresponding object can be provided.