Evidence map›Paper›PMID 41677941›Full record

ReviewExperimental brain research2026

Identifying motor learning deficits in neurological conditions: a critical analysis of a perennial problem.

Rajiv Ranganathan, Sharo Costa, Angelyn May Mengote, Megan Thomas, Rohan Ved

Abstract readReview
In one paragraph

Review in Experimental brain research, 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

5 authors.

Rajiv RanganathanDepartment of Kinesiology, Michigan State University, 308 W Circle Dr, MI, East Lansing, USA. rrangana@msu.edu.
Sharo Costa *College of Osteopathic Medicine, Michigan State University, East Lansing, MI, USA.
Angelyn May Mengote *College of Osteopathic Medicine, Michigan State University, East Lansing, MI, USA.
Megan Thomas *College of Osteopathic Medicine, Michigan State University, East Lansing, MI, USA.
Rohan Ved *College of Osteopathic Medicine, Michigan State University, East Lansing, MI, USA.

Funding

Division of Behavioral and Cognitive Sciences 1823889
6 · The paper itself

Abstract

Identifying deficits in motor learning has the potential to serve as an indicator of brain function in several neurological conditions. However, evidence for motor learning deficits can be confounded by factors unrelated to learning. In this review, we critically examine the evidence for these deficits in neurological conditions, focusing both on conceptual and methodological issues. Across a wide range of neurological conditions, we found that a majority of evidence for motor learning deficits is difficult to clearly interpret as learning-related and is potentially confounded by the presence of baseline differences. In addition, the use of low sample sizes, short time durations of practice, and the narrow focus on sequence learning paradigms also raise questions about the validity and generality of this evidence. Given that deficits in motor learning have implications for the early detection of neurological status and the design of rehabilitation strategies, we highlight the need for greater rigor when addressing this important, but perennially challenging, question.

Indexed as

LearningLearning DisabilitiesMotor SkillsNervous System DiseasesAnimalsHumansBaselineLearningParkinson’s diseasePerformanceSkillStroke

Identifiers

PMID41677941
PMCPMC12901082

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.