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Dissociable Mechanisms Underlie Differences Between Memory and Metamemory in Older Adults: The Differentiating Role of Anxiety and Depression Symptoms.

Code ↔ Paper

5 matches between paragraphs of the paper and lines of its authors' code, computed by the harvester (lexical-v1). Click a colored paragraph or line to see its counterpart.

The 5 matches
  1. [1] § Materials and Methods › Behavioral Assessments › Self‐Report Measures ↔ Analysis/BABS_metamem_MK.Rmd, lines 242–249 · score 0.84 · anxious arousal, general distress, Penn State Worry, anhedonic depression, Geriatric Depression, PSWQ
  2. [2] § Materials and Methods › Behavioral Assessments › Objective Cognitive Assessments ↔ Analysis/BABS_metamem_MK_supplement.Rmd, lines 81–108 · score 0.73 · visual reproduction, free recall, long delays, short delays, CVLT, correlates
  3. [3] § Materials and Methods › Behavioral Assessments ↔ Analysis/BABS_metamem_MK.Rmd, lines 8–58 · score 0.63 · Brandeis Aging Brain, neuropsychological battery, metamemory, depression
  4. [4] § Materials and Methods › Behavioral Assessments ↔ Analysis/BABS_metamem_MK_supplement.Rmd, lines 8–53 · score 0.63 · Brandeis Aging Brain, neuropsychological battery, metamemory
  5. [5] § Results › Exploring the Contribution of Anxiety and Depression Symptoms and Tau Burden on Different Facets of Metamemory ↔ Analysis/BABS_metamem_MK.Rmd, lines 187–216 · score 0.58 · metamemory sub scales, psychiatric history, reported memory, depression symptom, models, memory ability

Paper

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The authors' code

R Markdown · 426 lines · 33 KB · no license · 3 matches

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Overview

Authors: Jennifer L Crawford1, Alex A Adornato1, Johanna Matulonis1, Xi Chen2, Jacob M Hooker3, Anne S Berry1
  1. Department of Psychology, Brandeis University, Waltham, Massachusetts, USA
  2. Department of Psychology, Stony Brook University, Stony Brook, New York, USA
  3. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA
Institutions: Brandeis University (United States); Stony Brook University (United States); Massachusetts General Hospital (United States); Athinoula A. Martinos Center for Biomedical Imaging (United States)
Journal: Hippocampus, volume 36, issue 3, article e70100
Dates: received 17 November 2025; accepted 9 April 2026; published online 19 April 2026; in print May 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.1002/hipo.70100 · PMID 42002884 · PMCID PMC13092649 · OpenAlex W7154948550
Open access: hybrid, a free copy (OpenAlex)
Status: code verified
Categories: structural MRI / diffusion (modality), PET / SPECT (modality), human (organism), other condition (population), Alzheimer's / dementia (population), depression (population)
Methods: Statistics, fMRI & imaging
Keywords: gray matter volume, hippocampus, neuropsychiatric symptoms, self‐reported memory, tau pathology
MeSH: Aging*, Anxiety*, Depression*, Hippocampus*, Memory*, Metacognition*, Aged, Aged, 80 and over, Female, Humans, Magnetic Resonance Imaging, Male, Middle Aged, Neuropsychological Tests, Positron-Emission Tomography, tau Proteins (* major topic)
Topic: Memory Processes and Influences (Cognitive Neuroscience, Neuroscience), according to OpenAlex
Funding: NIA NIH HHS (F32-AG085890, R01-AG074330, F32 AG085890, R01 AG074330); NINDS NIH HHS (T32-NS007292); National Institute on Aging (R01‐AG074330, F32‐AG085890); National Institute of Neurological Disorders and Stroke (T32‐NS007292)
Citations: not cited yet (Europe PMC); 81 references in the paper
Research resources: RRID:SCR_001847, RRID:SCR_002438, which is based on Nipype 1.8.5 RRID:SCR_002502, RRID:SCR_002823, distributed with ANTs 2.3.3 RRID:SCR_004757, RRID:SCR_008796, RRID:SCR_016216

Abstract

The ability to remember (i.e., memory ability) and to accurately discern memory function (i.e., metamemory) are both important facets of cognition. In the present study, we examined the shared and distinct sources of variance across memory ability and metamemory using psychometrically validated measures of memory ability, metamemory, and anxiety and depression symptoms in conjunction with multimodal imaging (i.e., structural MRI, tau PET) in a sample of cognitively normal older adults (N = 72). Replicating a growing body of work, we found that metamemory was more tightly linked to anxiety and depression symptoms relative to objective measures of memory ability. Our results also revealed that the hippocampus was a critical locus of both memory ability and metamemory—hippocampal volume was positively associated with memory ability, but not metamemory, whereas increased hippocampal tau pathology exacerbated the negative effect of anxiety and depression symptoms on metamemory. Importantly, we also found that after controlling for anxiety and depression symptoms and tau burden, there was a positive association between memory ability and metamemory. Our findings also demonstrated the importance of assessing different facets of metamemory; self‐reported memory contentment and ability, but not strategy use, showed the strongest relationships with both anxiety and depression symptoms and hippocampal tau burden. Together, these results suggest that both shared and distinct mechanisms underlie memory ability and metamemory processes in older adults. Chiefly, this work highlights the potential of metamemory measures as sensitive tools to understand affective processes that occur in both healthy and pathological aging, independent of memory ability.

Reproduced under the paper's license (CC BY), from the paper cited above.

Repository

Its files are read in the Code ↔ Paper reader above, with 5 matches between paragraphs and lines of code.

OSF 6et32

License: none: the authors keep all their rights
State: the link answers, verified on 28 September 2026
Evidence: files inventoried
Languages: R (2)
Size: 5 files, 2 scripts
Software Heritage: not checked
Found in: “Data Availability Statement”
Holds: 2 notebooks
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: easystats (2 files), ggpubr (2 files), tidyverse (2 files), ggplot2 (1 file), psych (1 file)
Availability: 1 check, the latest on 28 September 2026: the link answers (HTTP 200)
  • 28 September 2026: the link answers (HTTP 200)
2 files, to read at the source

This repository has no license: its authors keep all rights. Read it at the source.

At the source: osf.io/6et32

The paper's code and data availability statement is in the Data section.

Tracing map

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What the map holds:

  • 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
  • 2 scripts, each with its path and the digest of its content;
  • 5 matches between paragraphs of the paper and lines of the code (method lexical-v1);
  • neither the text of the paper nor the code itself.

Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.

Data

No dataset and no data link were found in the paper.

Data Availability Statement

All data and analysis code are publicly available on the Open Science Framework: https://osf.io/6et32. Supporting Information provide additional descriptions and auxiliary analyses.

Reproduced under the paper's license (CC BY), from the paper cited above.

Versions

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Version 2, 28 September 2026

  • Publisher: — → Wiley

Version 1, 28 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 6 authors, 5 keywords, 16 MeSH terms, 4 funders, 78 references, 7 RRIDs.

Cite

This paper

Crawford, J. L., Adornato, A. A., Matulonis, J., Chen, X., Hooker, J. M., & Berry, A. S. (2026). Dissociable Mechanisms Underlie Differences Between Memory and Metamemory in Older Adults: The Differentiating Role of Anxiety and Depression Symptoms. Hippocampus, 36(3), e70100. https://doi.org/10.1002/hipo.70100

BibTeX

@article{crawford2026dissociable,
author = {Crawford, Jennifer L and Adornato, Alex A and Matulonis, Johanna and Chen, Xi and Hooker, Jacob M and Berry, Anne S},
title = {{Dissociable Mechanisms Underlie Differences Between Memory and Metamemory in Older Adults: The Differentiating Role of Anxiety and Depression Symptoms}},
journal = {Hippocampus},
year = {2026},
month = may,
volume = {36},
number = {3},
pages = {e70100},
publisher = {Wiley},
issn = {1050-9631},
doi = {10.1002/hipo.70100},
url = {https://doi.org/10.1002/hipo.70100},
pmid = {42002884},
pmcid = {PMC13092649}
}

RIS

TY - JOUR
AU - Crawford, Jennifer L
AU - Adornato, Alex A
AU - Matulonis, Johanna
AU - Chen, Xi
AU - Hooker, Jacob M
AU - Berry, Anne S
TI - Dissociable Mechanisms Underlie Differences Between Memory and Metamemory in Older Adults: The Differentiating Role of Anxiety and Depression Symptoms
T2 - Hippocampus
J2 - Hippocampus
PY - 2026
DA - 2026/05/01
VL - 36
IS - 3
SP - e70100
SN - 1050-9631
PB - Wiley
DO - 10.1002/hipo.70100
UR - https://doi.org/10.1002/hipo.70100
LA - en
ER -

CSL-JSON

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