Evidence map›Paper›PMID 39767666›Full record

ArticleBiomedicines2024

Machine Learning for Early Detection of Cognitive Decline in Parkinson's Disease Using Multimodal Biomarker and Clinical Data.

Raziyeh Mohammadi, Samuel Y E Ng, Jayne Y Tan, Adeline S L Ng, Xiao Deng, Xinyi Choi, Dede L Heng, Shermyn Neo, Zheyu Xu, Kay-Yaw Tay and 6 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Biomedicines, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Review
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

16 authors.

Raziyeh MohammadiDuke-NUS Medical School, National University of Singapore, Singapore 169857, Singapore.ORCID 0000-0002-5226-1734
Samuel Y E NgDepartment of Research, National Neuroscience Institute, Singapore 308433, Singapore.ORCID 0000-0002-0173-4925
Jayne Y TanDepartment of Neurology, National Neuroscience Institute, Singapore 308433, Singapore.
Adeline S L NgDuke-NUS Medical School, National University of Singapore, Singapore 169857, Singapore.
Xiao DengDepartment of Neurology, National Neuroscience Institute, Singapore 308433, Singapore.
Xinyi ChoiDepartment of Research, National Neuroscience Institute, Singapore 308433, Singapore.
Dede L HengDepartment of Research, National Neuroscience Institute, Singapore 308433, Singapore.
Shermyn NeoDepartment of Neurology, National Neuroscience Institute, Singapore 308433, Singapore.
Zheyu XuDepartment of Neurology, National Neuroscience Institute, Singapore 308433, Singapore.
Kay-Yaw TayDuke-NUS Medical School, National University of Singapore, Singapore 169857, Singapore.
Wing-Lok AuDuke-NUS Medical School, National University of Singapore, Singapore 169857, Singapore.ORCID 0000-0002-1572-7259
Eng-King TanDepartment of Research, National Neuroscience Institute, Singapore 308433, Singapore.
Louis C S TanDuke-NUS Medical School, National University of Singapore, Singapore 169857, Singapore.
Ewout W SteyerbergDepartment of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZD Leiden, The Netherlands.
William GreeneDepartment of Econometrics, Stern School of Business, New York University, New York, NY 10012, USA.
Seyed Ehsan SaffariDuke-NUS Medical School, National University of Singapore, Singapore 169857, Singapore.ORCID 0000-0002-6473-4375

Funding

Singapore Ministry of Health's National Medical Research Council MOH-OFLCG18May-0002, MOH-CSAINV21-0005, CNIG22jul-0004
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

blood biomarkerscognitive dysfunctionearly diagnosismachine learningMontreal cognitive assessmentneurodegenerative diseasenonmotor symptomsParkinson’s diseasepredictive modelsrisk assessment

Identifiers

PMID39767666
PMCPMC11674004

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

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 Socratic graph.