Application of machine learning to predict hearing outcomes of tympanoplasty

H Koyama, A Kashio, T Uranaka… - The …, 2023 - Wiley Online Library
Objective This retrospective study aimed to evaluate the performance of machine learning
techniques in predicting air‐bone gap after tympanoplasty compared with conventional …

[HTML][HTML] Machine learning technique reveals prognostic factors of vibrant soundbridge for conductive or mixed hearing loss patients

H Koyama, A Mori, D Nagatomi, T Fujita… - Otology & …, 2021 - journals.lww.com
Objectives: Vibrant Soundbridge (VSB) was developed for treatment of hearing loss, but
clinical outcomes vary and prognostic factors predicting the success of the treatment remain …

Can MRI biomarkers for hearing loss in enlarged vestibular aqueduct be measured reproducibly?

HS Saeed, A Rajai, R Dixon, T Kapadia… - The British journal of …, 2023 - academic.oup.com
Objective: Morphological features of an enlarged endolymphatic duct (ED) and sac (ES) are
imaging biomarkers for genotype and hearing loss phenotype. We determine which …

Prediction of Cochlear Implant Fitting by Machine Learning Techniques

H Koyama, A Kashio, T Yamasoba - Otology & Neurotology, 2023 - journals.lww.com
Objective This study aimed to evaluate the differences in electrically evoked compound
action potential (ECAP) thresholds and postoperative mapping current (T) levels between …

Leveraging real-world data to improve cochlear implant outcomes: Is the data available?

C Findlay, M Edwards, K Hough… - Cochlear Implants …, 2023 - Taylor & Francis
Objectives: A small but persistent proportion of individuals do not gain the expected benefit
from cochlear implants (CI). A step-change in the understanding of factors affecting …

Prognostic Modelling and Machine Learning in Cochlear Implantation

HS Saeed, IA Bruce - Cochlear Implants: New and Future Directions, 2022 - Springer
Healthcare professionals and researchers in the field of cochlear implantation should
continually strive to develop and clinically integrate novel research tools in order to improve …