Evidence map›Paper›PMID 40541966›Full record

ArticleNPJ Parkinson's disease2025

A novel fusion architecture for detecting Parkinson's Disease using semi-supervised speech embeddings.

Tariq Adnan, Abdelrahman Abdelkader, Zipei Liu, Ekram Hossain, Sooyong Park, Md Saiful Islam, Ehsan Hoque

Abstract readEditorial
In one paragraph

Article in NPJ Parkinson's disease, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Beyond Accuracy: Enhancing Parkinson's Diagnosis with Uncertainty Quantification of Machine Learning Models.Artificial intelligence in healthcare : second International Conference, AIiH 2025, Cambridge, UK, September 8-10, 2025, Proceedings. Part I. International Conference on Artificial Intelligence in Healthcare (2nd : 2025 : Cambridge, Eng... · 2026
    Article
  5. Review
  6. Article
  7. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Tariq Adnan *Department of Computer Science, University of Rochester, Rochester, NY, USA.ORCID http://orcid.org/0000-0002-8012-6679
Abdelrahman Abdelkader *Department of Computer Science, University of Rochester, Rochester, NY, USA.
Zipei LiuDepartment of Computer Science, University of Rochester, Rochester, NY, USA.
Ekram HossainDepartment of Computer Science, University of Rochester, Rochester, NY, USA.
Sooyong ParkDepartment of Computer Science, University of Rochester, Rochester, NY, USA.ORCID http://orcid.org/0009-0005-9590-8349
Md Saiful IslamDepartment of Computer Science, University of Rochester, Rochester, NY, USA.
Ehsan HoqueDepartment of Computer Science, University of Rochester, Rochester, NY, USA. mehoque@cs.rochester.edu.

Funding

The Clinical Core will support in-person and virtual research visits for three of the four Research Projects at the University of Rochester Udall CenterP50NS108676 · NINDS · UNIVERSITY OF ROCHESTER · PI DORSEY, EARL RAY · 2018 to 2022
$9.2M
NINDS NIH HHS P50 NS108676
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID40541966
PMCPMC12181232

What OpenQuestion holds

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Registered trials

None linked

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.