{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11957478","patent":{"patent_number":"US-11957478","title":"Methods and apparatus for machine learning to analyze musculo-skeletal rehabilitation from images","assignee":null,"inventors":[],"filing_date":"2022-04-06T00:00:00.000Z","publication_date":"2024-04-16T00:00:00.000Z","cpc_codes":["A61B","A61B","A61B","A61B","A61B","A61B","A61B","A61B","A61B","A61B","G06N","G06T","G06T","G06T","G06V","G06V","G06V","G06V","G16H","G16H","A61B","A61B","G06N","G06N","G06N","G06T","G06T","G06T"],"num_claims":23,"abstract":"A method can include receiving (1) images of at least one subject and (2) at least one total mass value for the at least one subject. The method can further include executing a first machine learning model to identify joints of the at least one subject. The method can further include executing a second machine learning model to determine limbs of the at least one subject based on the joints and the images. The method can further include generating three-dimensional (3D) representations of a skeleton based on the joints and the limbs. The method can further include determining a torque value for each limb, based on at least one of a mass value and a linear acceleration value, or a torque inertia and an angular acceleration value. The method can further include generating a risk assessment report based on at least one torque value being above a predetermined threshold."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Methods and apparatus for machine learning to analyze musculo-skeletal rehabilitation from images","description":"A method can include receiving (1) images of at least one subject and (2) at least one total mass value for the at least one subject. The method can further include executing a first machine learning ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11957478","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-11957478","citation_suggestion":"Patentable. \"Methods and apparatus for machine learning to analyze musculo-skeletal rehabilitation from images\" (US-11957478). https://patentable.app/patents/US-11957478","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11957478","json":"https://patentable.app/api/llm-context/US-11957478","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T14:02:01.418Z"}