Evidence map›Paper›PMID 42646562›Full record

Observational studyMedical sciences (Basel, Switzerland)2026

Identifying Risk Factors for Caregiver Burden in Neurological Disorders Using Machine Learning.

Maria Grazia Maggio, Augusto Ielo, Rosaria De Luca, Francesco Corallo, Angela Marra, Davide Cardile, Amelia Rizzo, Angelo Quartarone, Rocco Salvatore Calabrò

Abstract readObservational Study
PubMed Full text at PMC Publisher
In one paragraph

Observational study in Medical sciences (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

Maria Grazia MaggioIRCCS Centro Neurolesi Bonino-Pulejo, Strada Statale 113 - C.da Casazza, 98124 Messina, Italy.ORCID 0000-0003-0757-2389
Augusto IeloIRCCS Centro Neurolesi Bonino-Pulejo, Strada Statale 113 - C.da Casazza, 98124 Messina, Italy.ORCID 0000-0001-9661-9681
Rosaria De LucaIRCCS Centro Neurolesi Bonino-Pulejo, Strada Statale 113 - C.da Casazza, 98124 Messina, Italy.ORCID 0000-0001-9503-4366
Francesco CoralloIRCCS Centro Neurolesi Bonino-Pulejo, Strada Statale 113 - C.da Casazza, 98124 Messina, Italy.ORCID 0000-0003-4862-3832
Angela MarraIRCCS Centro Neurolesi Bonino-Pulejo, Strada Statale 113 - C.da Casazza, 98124 Messina, Italy.
Davide CardileIRCCS Centro Neurolesi Bonino-Pulejo, Strada Statale 113 - C.da Casazza, 98124 Messina, Italy.ORCID 0000-0003-2052-0970
Amelia RizzoDepartment of Clinical and Experimental Medicine, University of Messina, Piazza Pugliatti, 1, 98120 Messina, Italy.ORCID 0000-0002-6229-6463
Angelo QuartaroneIRCCS Centro Neurolesi Bonino-Pulejo, Strada Statale 113 - C.da Casazza, 98124 Messina, Italy.
Rocco Salvatore CalabròIRCCS Centro Neurolesi Bonino-Pulejo, Strada Statale 113 - C.da Casazza, 98124 Messina, Italy.ORCID 0000-0002-8566-3166

Funding

Ministero della Salute
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

CaregiversMachine LearningNervous System DiseasesAgedAged, 80 and overAlzheimer DiseaseCost of IllnessFemaleHumansMaleMiddle AgedParkinson DiseasePredictive Learning ModelsRisk FactorsStrokeAlzheimer’s diseasecaregiver burdencognitive impairmentdyadic factorsmachine learningParkinson’s diseasestroke

Identifiers

PMID42646562
PMCPMC13515725

What OpenQuestion holds

Textmetadata
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 OpenQuestion graph.