Training and validating a treatment recommender with partial verification evidence

V Unnikrishnan, C Puga, M Schleicher… - Artificial Intelligence in …, 2024 - Elsevier
Background: Current clinical decision support systems (DSS) are trained and validated on
observational data from the clinic in which the DSS is going to be applied. This is …

A critical review of established tinnitus patient-reported outcomes as measures of Tinnitus Severity and Tinnitus Distress and exemplar analysis of the Tinnitus …

NA Clarke, DJ Hoare, A Trigg - Frontiers in Audiology and Otology, 2024 - frontiersin.org
Tinnitus Severity and Tinnitus Distress are frequently referenced and conflated constructs in
research, measured using established tinnitus patient-reported outcome measures (PROs) …

Practical approaches in evaluating validation and biases of machine learning applied to mobile health studies

J Allgaier, R Pryss - Communications Medicine, 2024 - nature.com
Background Machine learning (ML) models are evaluated in a test set to estimate model
performance after deployment. The design of the test set is therefore of importance because …

Single versus Combination Treatment in Tinnitus: An International, Multicentre, Parallel-arm, Superiority, Randomised Controlled Trial

S Schoisswohl, L Basso, J Simoes, M Engelke… - medRxiv, 2024 - medrxiv.org
Background Tinnitus is associated with a variety of aetiologies, phenotypes, and underlying
pathophysiological mechanisms, and available treatments have limited efficacy. A …

Cognitive Behavioral Therapy for Tinnitus in Adults: A Review of Efficacy in Quality-of-Life Enhancement

MA Yamout - International Journal of Otolaryngology and Head & …, 2024 - scirp.org
Background: Tinnitus, characterized by the perception of sounds without an external source,
significantly affects quality of life. Cognitive Behavioral Therapy (CBT) has emerged as a …