{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11237693","patent":{"patent_number":"US-11237693","title":"Provisioning serendipitous content recommendations in a targeted content zone","assignee":null,"inventors":[],"filing_date":"2020-12-02T00:00:00.000Z","publication_date":"2022-02-01T00:00:00.000Z","cpc_codes":["G06F","H04L","G06F","H04L","H04L"],"num_claims":20,"abstract":"A content recommendation method and system are described, according to various implementation. In an implementation, the method and system generate a record identifying a set of content items interacted with by users of a content system, where each content item is associated with one or more topics. A confidence score associated with each of a set of topics associated with the set of content items is generated, where the confidence score represents a quantity of instances a respective topic appears in a collection of content items. A portion of the set of topics having a confidence score that exceeds a threshold confidence level is determined. A search of the collection of content items is executed to identify a serendipitous candidate content item that includes multiple portions of the set of topics previously interacted with by a user. The method and system determines, based on the record, that the candidate serendipitous content item has not been interacted with by the user system. The method and system generates a plurality of content zones having a depth defined based on user engagement measurements, wherein the plurality of content zones includes a targeted content zone including the candidate serendipitous content item."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Provisioning serendipitous content recommendations in a targeted content zone","description":"A content recommendation method and system are described, according to various implementation. In an implementation, the method and system generate a record identifying a set of content items interact","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11237693","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-11237693","citation_suggestion":"Patentable. \"Provisioning serendipitous content recommendations in a targeted content zone\" (US-11237693). https://patentable.app/patents/US-11237693","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11237693","json":"https://patentable.app/api/llm-context/US-11237693","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T13:14:04.565Z"}