Evidence map›Paper›PMID 41445597›Full record

ArticlemedRxiv : the preprint server for health sciences2025

Linguistic Features from Paragraph Recall are Markers of Cognitive Impairment.

Seho Park, Nicole Roth, Megan Barker, Sanford Auerbach, Thomas T Perls, Stephanie Cosentino, Rhoda Au, David J Libon, Paola Sebastiani, Stacy L Andersen

Abstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2025. 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

5 · Who and what money

Authors and funding

10 authors.

Seho ParkDepartment of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA.ORCID 0000-0002-3247-0280
Nicole RothDepartment of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA.ORCID 0009-0004-0343-0257
Megan BarkerDepartment of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI.ORCID 0000-0001-5385-5908
Sanford AuerbachDepartment of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA.
Thomas T PerlsDepartment of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA.ORCID 0000-0002-2492-4334
Stephanie CosentinoTaub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Medical Center, New York, NY.ORCID 0000-0001-5684-143X
Rhoda AuDepartment of Anatomy and Neurobiology and Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA.ORCID 0000-0001-7742-4491
David J LibonNew Jersey Institute for Successful Aging, School of Osteopathic Medicine, Rowan University, Stratford, NJ.
Paola SebastianiInstitute for Clinical Research and Health Policy Studies, Tufts Medical Center, Boston, MA.ORCID 0000-0001-6419-1545
Stacy L AndersenDepartment of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA.ORCID 0000-0002-2442-6386

Funding

The Long Life Family StudyU19AG063893 · NIA · WASHINGTON UNIVERSITY · PI Stacy Andersen, KAARE CHRISTENSEN · 2019 to 2026
$125.4M
Long Life Family Study: Data Management and Coordinating CenterU01AG023746 · NIA · WASHINGTON UNIVERSITY · PI PROVINCE, MICHAEL A. · 2004 to 2018
$29.2M
The Long Life Family StudyU01AG023755 · NIA · BOSTON MEDICAL CENTER · PI PERLS, THOMAS T · 2004 to 2018
$13.2M
Plasma beta-amyloid in long lived families: genetics and risk of ADU01AG023749 · NIA · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI COSENTINO, STEPHANIE ANN, LEE, JOSEPH HYUNGWOO · 2004 to 2018
$13.0M
Multicenter Study on Exceptional Survival in Families: The Long Life Family StudyU01AG023744 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI NEWMAN, ANNE B., ZMUDA, JOSEPH M. · 2004 to 2018
$12.0M
Long Life Family Study: Duke Univ./Univ. of Southern Denmark Field CenterU01AG023712 · NIA · DUKE UNIVERSITY · PI CHRISTENSEN, KAARE · 2004 to 2018
$10.4M
Digital Markers of Cognition Across the Spectrum of Preclinical Cognitive Impairment to DementiaK01AG057798 · NIA · BOSTON UNIVERSITY MEDICAL CAMPUS · PI ANDERSEN, STACY · 2018 to 2022
$596k
NIA NIH HHS K01 AG057798NIA NIH HHS U01 AG023712NIA NIH HHS U01 AG023744NIA NIH HHS U01 AG023746NIA NIH HHS U01 AG023749NIA NIH HHS U01 AG023755NIA NIH HHS U19 AG063893
6 · The paper itself

Abstract

Objective: Cognitive impairment is associated with language changes that may be elicited from verbal responses during neuropsychological assessments that are not captured in traditional scoring. The current study investigated the utility of a linguistic analysis of paragraph recall responses for differentiating participants with and without cognitive impairment. Methods: Digital voice recordings of Logical Memory (LM) were available from 598 participants from the Long Life Family Study with normal cognition and 112 with cognitive impairment. Linguistic polyfeature scores for immediate (PFS-IR) and delayed recall (PFS-DR) were created from a weighted sum of features associated with cognitive impairment. Logistic regression models assessed the predictive value of each PFS and demographics for classifying cognitive impairment. Repeated measures models with Generalized Estimating Equations assessed whether PFSs predict decline on a cognitive screener. Results: Both immediate and delayed PFSs were significantly associated with cognitive status (PFS-IR β = 0.05, Conclusion: Quantification of linguistic features from paragraph recall using a linguistic PFS provides sufficient information for detecting cognitive impairment and predicting incident cognitive decline. The linguistic PFS has the potential to be integrated into automated testing, recording, and scoring pipelines allowing for the implementation of sensitive neuropsychological assessments in broader clinical and research settings.

Indexed as

cognitive impairmentdementialinguistic analysislongevitynatural language processingneuropsychology

Identifiers

PMID41445597
PMCPMC12723780

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.