{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11519915","patent":{"patent_number":"US-11519915","title":"Method for training and testing shortcut deep learning model capable of diagnosing multi-cancer using biomarker group-related value information and learning device and testing device using the same","assignee":null,"inventors":[],"filing_date":"2021-10-27T00:00:00.000Z","publication_date":"2022-12-06T00:00:00.000Z","cpc_codes":["G01N","G16H","G16B","G16H","G16H"],"num_claims":10,"abstract":"A deep learning based diagnostic model capable of diagnosing multi-cancer using biomarker group-related value information is trained by using a method including steps of: in response to acquiring training data including the biomarker group-related value information and GT (Ground Truth) cancer information for each of patients, inputting the training data into the diagnostic model and then instructing the diagnostic model to (i) allow each hidden layer, among a first hidden layer to a K-th hidden layer, to perform a fully connected operation on its previous sub input values for training obtained from its previous hidden layer, wherein K is an integer greater than or equal to 1, and then (ii) allow an output layer to perform a fully connected operation on K-th sub input values for training obtained from the K-th hidden layer, to thereby output multi-cancer diagnosis information for training as a result of predicting multi-cancer."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Method for training and testing shortcut deep learning model capable of diagnosing multi-cancer using biomarker group-related value information and learning device and testing device using the same","description":"A deep learning based diagnostic model capable of diagnosing multi-cancer using biomarker group-related value information is trained by using a method including steps of: in response to acquiring trai","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11519915","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-11519915","citation_suggestion":"Patentable. \"Method for training and testing shortcut deep learning model capable of diagnosing multi-cancer using biomarker group-related value information and learning device and testing device using the same\" (US-11519915). https://patentable.app/patents/US-11519915","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11519915","json":"https://patentable.app/api/llm-context/US-11519915","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T00:16:31.187Z"}