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Record W7116651313 · doi:10.1007/s12311-025-01937-5

Repeat Expansions in a Chilean Cohort with Adult-Onset Cerebellar Ataxia

2025· article· en· W7116651313 on OpenAlexafffund
M. Leonor Bustamante, Marcelo Miranda, David Pellerin, Mariana Lobregati Barreto, Claudia Silva, Ana C. Miranda, Benjamín Pizarro-Galleguillos, Octavio Azaldegui, V. Besa, Francisca Canals, Maria Eugenia Contreras, Marie-Josée Dicaire, Natalia Dominik, Pablo Fernandez Iruzubieta, Matt C. Danzi, Stephan Zuchner, Henry Houlden, Bernard Brais, R Rodríguez Fernández, José Fuentes Manríquez, Javiera Gajardo, Javiera León, Camila Melo, Daniela Muñoz-Chesta, Ximena P. Pizarro, Pablo Gustavo Rodríguez, Philippe A. Salles, Camilo Sepúlveda, José Miguel Tirapegui, Daniel Valenzuela, Felipe Vial, Patricia Orellana Pineda, Cristián Garrido, Gonzalo Miranda

Bibliographic record

VenueThe Cerebellum · 2025
Typearticle
Languageen
FieldNeuroscience
TopicGenetic Neurodegenerative Diseases
Canadian institutionsMcGill UniversityMontreal Neurological Institute and Hospital
FundersCanadian Institutes of Health ResearchAgencia Nacional de Investigación y Desarrollo
KeywordsCohortAtaxiaGenetic testingCerebellar ataxiaEpidemiologyPopulationNeurologyCohort study

Abstract

fetched live from OpenAlex

Abstract INTRODUCTION: The diagnosis of hereditary ataxias caused by repeat expansions continue to present unique methodological challenges, especially for developing countries where genomic medicine services are not well established. The purpose of this work is to present a cohort of patients who presented with adult-onset ataxia of suspected genetic etiology, but had remained undiagnosed until now. They were analyzed for a set of repeat expansions including the genes causing the more recently identified types, SCA27B and RFC1 -related CANVAS. PATIENTS AND METHODS: We followed an IRB-approved protocol to recruit adult patients with a possible diagnosis of hereditary cerebellar ataxia. All individuals signed an informed consent form, and after a neurological evaluation, DNA samples from blood were obtained. In selected cases, a complete vestibular function evaluation and brain magnetic resonance imaging was acquired. RESULTS: In 17 of the 56 studied cases (including 11 of 43 index cases) we established a genetic diagnosis, which demonstrates that this is a promising approach to adult-onset ataxias in a population that remains underrepresented in worldwide genomic studies. We identified 9 individuals with SCA27B and 7 with CANVAS syndrome, highlighting the epidemiological relevance of these newly recognized etiologies, an information useful for planning the allocation of resources towards improving the access to genomic medicine in in our region.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.048
Threshold uncertainty score0.095

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.011
GPT teacher head0.244
Teacher spread0.233 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2025
Admission routes2
Has abstractno

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