{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-12002585","patent":{"patent_number":"US-12002585","title":"Apparatus, computer program product, and method for predictive data labelling using a dual-prediction model system","assignee":null,"inventors":[],"filing_date":"2022-12-07T00:00:00.000Z","publication_date":"2024-06-04T00:00:00.000Z","cpc_codes":["G16H","G06F","G06F","G06F","G06F","G06N","G06N","G16H"],"num_claims":20,"abstract":"Various embodiments of the disclosure provide apparatuses, systems, and computer program products for predictive data labelling using a dual-model system. Embodiments provide various advantages in accuracy of predicted labels, for example in various contexts such as medical data analysis for difficult to diagnose diseases. An example provided apparatus is configured to generate a positive, neutral, and negative candidate identifier sets and corresponding positive, neutral, and negative candidate index sets based in part on applying a candidate selection rule set to a candidate data set; train a candidate label probabilistic model based at least in part on a candidate label training subset associated with the candidate data set associated with the positive and negative candidate identifiers; generate a candidate positive-label probability set using at least the candidate label probabilistic model; train a historical record prediction model to predict the candidate positive-label probability set; and utilize the historical record prediction model."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Apparatus, computer program product, and method for predictive data labelling using a dual-prediction model system","description":"Various embodiments of the disclosure provide apparatuses, systems, and computer program products for predictive data labelling using a dual-model system. Embodiments provide various advantages in acc","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-12002585","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-12002585","citation_suggestion":"Patentable. \"Apparatus, computer program product, and method for predictive data labelling using a dual-prediction model system\" (US-12002585). https://patentable.app/patents/US-12002585","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-12002585","json":"https://patentable.app/api/llm-context/US-12002585","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T16:14:54.052Z"}