ArticleFrontiers in neurology2021
Using Base-ml to Learn Classification of Common Vestibular Disorders on DizzyReg Registry Data.
Article in Frontiers in neurology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
7 citing papers in PubMed.
- Patient-Level Modeling of Ménière's Disease vs. Vestibular Migraine: Performance of Speech Discrimination and Caloric-vHIT Dissociation.Journal of clinical medicine · 2026Article
- Clinical decision support for vestibular diagnosis: large-scale machine learning with lived experience coaching.NPJ digital medicine · 2025Article
- Multidimensional Feature Analysis of Meniere's Disease and Vestibular Migraine: Insights from Machine Learning and Vestibular Testing.Journal of the Association for Research in Otolaryngology : JARO · 2025Article
- Exploring the Potentials of Wearable Technologies in Managing Vestibular Hypofunction.Bioengineering (Basel, Switzerland) · 2024Review
- Machine learning models help differentiate between causes of recurrent spontaneous vertigo.Journal of neurology · 2024Article
- Neurological update: neuro-otology 2023.Journal of neurology · 2023Article
- Artificial intelligence for early stroke diagnosis in acute vestibular syndrome.Frontiers in neurology · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.