Construction of a Social-Media Based Clinical Database-Roadmap, Challenges, and Feasibility for ADHD Recognition

• Published in: IEEE access Vol. 12; pp. 164725 - 164736
• Main Authors: Gelashvili, Anton, Resheff, Yehezkel S., Blumrosen, Gaddi
• Format: Journal Article
• Language: English
• Published: Piscataway IEEE 2024; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Accuracy; ADHD; Attention deficit hyperactivity disorder; Audio data; Biomarkers; Clips; Data mining; Data privacy; Feasibility; Feature extraction; Kinematics; Labeling; Labels; Machine learning; Medical conditions; medical diagnosis; Medical diagnostic imaging; Medical research; Mental disorders; Privacy; Reliability; Social networking (online); Social networks; Technology assessment; Video data

The shortage of available high-quality clinical databases restricts medical diagnostics downstream. Clinical databases are often limited to controlled non-natural environments, they are restricted due to privacy limitations and require complex scoring procedures that ultimately result in rater bias....