SYSTEMS AND METHODS FOR REAL-TIME DETERMINATIONS OF MENTAL HEALTH DISORDERS USING MULTI-TIER MACHINE LEARNING MODELS BASED ON USER INTERACTIONS WITH COMPUTER SYSTEMS
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United States of America Patent
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Issued Date -
Mar 27, 2025
app pub date -
May 6, 2021
filing date -
May 6, 2021
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Abstract
The methods and systems use a novel machine learning architecture, specifically a multi-tier architecture in which each tier functions to produce specific outputs that contribute to an overall diagnosis of mental health disorders based on user interactions. For example, the first tier of the machine learning model is trained to understand the words, contexts, and meanings of user inputs into a computer system. A second tier of the machine learning model is trained to provide real-time determinations of mental health disorders indirectly through the use of emotional states.
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