{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11269502","patent":{"patent_number":"US-11269502","title":"Interactive behavioral polling and machine learning for amplification of group intelligence","assignee":null,"inventors":[],"filing_date":"2018-10-08T00:00:00.000Z","publication_date":"2022-03-08T00:00:00.000Z","cpc_codes":["G06Q","G06F","G06F","G06F","G06F","G06N","G06N","G06Q","H04L","H04L","H04L"],"num_claims":24,"abstract":"Systems and methods for obtaining dynamic behavioral data from a plurality of users of a plurality of computing devices in response to a stimuli, and using the dynamic behavioral data to make an optimized forecast regarding the outcome of a future event. During a first time period the system collects behavioral data of the user interaction with the dynamic user interface and a first displayed prompt, and then performs a perturbation analysis using the data collected during the first time period. A perturbation stimulus is displayed to the user, and during a second time period the user may additionally interact with the dynamic interface during a second time period, during which the system collects behavioral data of the user interaction during the second time period. The system determines a prediction based on data collected during at least one of the time periods from each of a plurality of users."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Interactive behavioral polling and machine learning for amplification of group intelligence","description":"Systems and methods for obtaining dynamic behavioral data from a plurality of users of a plurality of computing devices in response to a stimuli, and using the dynamic behavioral data to make an optim","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11269502","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-11269502","citation_suggestion":"Patentable. \"Interactive behavioral polling and machine learning for amplification of group intelligence\" (US-11269502). https://patentable.app/patents/US-11269502","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11269502","json":"https://patentable.app/api/llm-context/US-11269502","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T23:55:24.446Z"}