Evidence map›Paper›PMID 39274293›Full record

ArticleJournal of clinical medicine2024

Predicting Quality of Life in Parkinson's Disease: A Machine Learning Approach Employing Common Clinical Variables.

Daniel Magano, Tiago Taveira-Gomes, João Massano, António S Barros

Abstract read
In one paragraph

Article in Journal of clinical medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Machine learning -driven discovery of Parkinsonian-like phenotypes in idiopathic REM sleep behavior disorder.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2026
    Article
  3. Observational
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

4 authors.

Daniel MaganoPh.D. Program in Health Data Science, Faculty of Medicine, University of Porto, 4200-319 Porto, Portugal.ORCID 0000-0002-3887-7620
Tiago Taveira-GomesDepartment of Community Medicine, Information and Decision in Health, Faculty of Medicine, University of Porto, 4200-319 Porto, Portugal.ORCID 0000-0002-0998-6000
João MassanoDepartment of Clinical Neurosciences and Mental Health, Faculty of Medicine University of Porto, 4200-319 Porto, Portugal.ORCID 0000-0002-5791-7149
António S BarrosDepartment of Surgery and Physiology, Cardiovascular R&D Centre-UnIC@RISE, Faculty of Medicine, University of Porto, 4200-319 Porto, Portugal.ORCID 0000-0002-9103-5852

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

explainable machine learninghealth-related quality of lifemachine learningParkinson’s diseaseParkinson’s disease questionnaire—39PDQ-39 summary indexpredictive modeling

Identifiers

PMID39274293
PMCPMC11396193

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.