Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

The Effectiveness of Vestibular Rehabilitation in Vestibular Migraine: A Systematic Review.

Journal of the Association for Research in Otolaryngology : JARO·2026
Same author

Early Detection of Ototoxicity Using Serial Mobile Audiometry, Otoacoustic Emissions Testing, and Inner Ear Biomarker Measurement in Patients Receiving Platinum-Based Chemotherapy Treatment: It is Feasible to Implement in a National Health Service (NHS) Cancer Ambulatory Care Setting.

Otology & neurotology : official publication of the American Otological Society, American Neurotology Society [and] European Academy of Otology and Neurotology·2026
Same author

Dexamethasone sensitizes lens epithelial cells to ferroptosis through the glucocorticoid receptor/nuclear factor erythroid 2-related factor 2 signaling axis.

Experimental eye research·2026
Same author

The influence of organisational mindfulness on construction workers' safety behavior: a dual-path model.

Psychology, health & medicine·2026
Same author

The impact of psychosocial safety climate on construction workers' safety citizenship behavior: A multilevel chain mediating model.

Work (Reading, Mass.)·2026
Same author

Normative Electroglottographic Voice Measures in Adult Greek Speakers: Effects of Age and Gender on Fundamental Frequency and Jitter.

Journal of voice : official journal of the Voice Foundation·2026

Related Experiment Video

Updated: Aug 29, 2025

Systematic Hearing Performance Evaluation Process for Adolescents with Cochlear Implantation at Early Ages
06:04

Systematic Hearing Performance Evaluation Process for Adolescents with Cochlear Implantation at Early Ages

Published on: March 24, 2023

466

Profiling hearing aid users through big data explainable artificial intelligence techniques.

Eleftheria Iliadou1, Qiqi Su2, Dimitrios Kikidis1

  • 11st Department of Otorhinolaryngology-Head and Neck Surgery, National and Kapodistrian University of Athens Medical School, Athens, Greece.

Frontiers in Neurology
|September 12, 2022
PubMed
Summary
This summary is machine-generated.

Hearing loss (HL) affects millions, yet hearing aid (HAid) use and satisfaction remain low. The SMART BEAR project uses modern HAids and AI to create patient profiles, improving rehabilitation and reducing healthcare costs.

Keywords:
Deep LearningHearing AidsLong Short-Term Memory (LSTM)attention mechanismbig dataexplainable AI (XAI)hearing lossprognosis prediction

More Related Videos

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches
09:47

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches

Published on: December 15, 2023

1.2K
Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
05:47

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

Published on: June 13, 2025

544

Related Experiment Videos

Last Updated: Aug 29, 2025

Systematic Hearing Performance Evaluation Process for Adolescents with Cochlear Implantation at Early Ages
06:04

Systematic Hearing Performance Evaluation Process for Adolescents with Cochlear Implantation at Early Ages

Published on: March 24, 2023

466
Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches
09:47

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches

Published on: December 15, 2023

1.2K
Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
05:47

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

Published on: June 13, 2025

544

Area of Science:

  • Audiology and Hearing Science
  • Artificial Intelligence in Healthcare
  • Biomedical Data Science

Background:

  • Hearing loss (HL) significantly impacts quality of life, with low adoption and satisfaction rates for hearing aids (HAids).
  • Understanding factors influencing HAid success is crucial for improving patient outcomes and reducing societal burden.
  • Modern HAids offer dynamic logging capabilities, presenting an opportunity for data-driven insights.

Purpose of the Study:

  • To describe the data collection process and framework for comprehensive patient profiling in the SMART BEAR project.
  • To identify factors influencing hearing aid satisfaction, usage, and overall rehabilitation success.
  • To leverage AI and machine learning for predicting patient behavior and optimizing interventions.

Main Methods:

  • Collecting 12-month continuous monitoring data from hearing loss patients, including demographics, audiometric, medical, cognitive, and behavioral data.
  • Utilizing data from medical devices, wearables, and clinical assessments (face-to-face and remote).
  • Applying descriptive and AI-based analysis, including time-dependent machine learning and Explainable AI (XAI).

Main Results:

  • The study proposes a framework for creating detailed patient profiles for individuals with hearing loss.
  • AI-driven analysis will identify correlations between heterogeneous data and hearing loss parameters.
  • Predictive models will forecast patient satisfaction and HAid usage patterns.

Conclusions:

  • Comprehensive patient profiles derived from integrated data sources can significantly enhance hearing rehabilitation.
  • Identifying factors associated with HAid dropout, usage duration, and satisfaction is key to personalized treatment.
  • The SMART BEAR framework aims to optimize interventions, reduce healthcare costs, and improve patient quality of life.