ArticleJournal of neurotrauma2025
Linking Symptom Inventories Using Semantic Textual Similarity.
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Article in Journal of neurotrauma, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
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.
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.
Who cites it
4 citing papers in PubMed.
- Prediction of cognitive performance by demographics, sleep, and brain morphometry: machine learning findings from ENIGMA-Sleep Working Group.Research square · 2026Article
- Scoping review of secondary studies using the Federal Interagency of Traumatic Brain Injury Research datasets.Brain injury · 2026Article
- Current best practices and future opportunities for reproducible findings using large-scale neuroimaging in psychiatry.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2024Review
- Harmonization of social and physical health measures across prospective clinical studies of combat exposed service members and veterans: the total brain diagnostics program.Frontiers in neurologyArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
81 authors.
Eamonn KennedyDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
Shashank VadlamaniDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
Hannah M LindseyDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.ORCID 0000-0003-3826-854X
Kelly S PetersonDivision of Epidemiology, University of Utah, Salt Lake City, Utah, USA.
Kristen Dams O'ConnorDepartment of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
Ronak AgarwalDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
Houshang H AmiriNeuroscience Research Center, Institute of Neuropharmacology, Kerman University of Medical Sciences, Kerman, Iran.
Raeda K AndersenCrawford Research Institute, Shepherd Center, Atlanta, Georgia, USA.
Talin BabikianDepartment of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, California, USA.
David A BaronDepartment of Psychiatry, Center for Behavioral Health and Sport, Western University of Health Sciences, Lebanon, Pomona, California, USA.
Erin D BiglerDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
Karen CaeyenberghsCognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Australia.ORCID 0000-0001-7009-6843
Lisa Delano-WoodVA San Diego Healthcare System; Center of Stress and Mental Health, and Department of Psychiatry, UC San Diego School of Medicine, San Diego, California, USA.
Seth G DisnerMinneapolis VA Health Care System, Minneapolis, Minnesota, USA.
Ekaterina DobryakovaCenter for Traumatic Brain Injury, Kessler Foundation, East Hanover, New Jersey, USA.ORCID 0000-0002-6005-2115
Blessen C EapenVA Greater Los Angeles Health Care System, Los Angeles, California, USA.
Rachel M EdelsteinDepartment of Psychology, University of Virginia, Charlottesville, Virginia, USA.
Carrie EsopenkoDepartment of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
Helen M GenovaCenter for Autism Research, Kessler Foundation, East Hanover, New Jersey, USA.
Elbert GeuzeMinistry of Defence, Brain Research and Innovation Centre, Utrecht, The Netherlands.
Naomi J Goodrich-HunsakerDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
Jordan GrafmanShirley Ryan Ability Lab, Chicago, Illinois, USA.
Asta K HåbergFaculty of Medicine and Health Sciences, Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.
Cooper B HodgesDepartment of Psychology, Brigham Young University, Provo, Utah, USA.
Kristen R HoskinsonCenter for Biobehavioral Health, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, Ohio, USA.ORCID 0000-0003-4044-9753
Elizabeth S HovendenDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
Andrei IrimiaEthel Percy Andrus Gerontology Center, Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA.ORCID 0000-0002-9254-9388
Neda JahanshadImaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA.
Ruchira M JhaDepartments of Neurology, Translational Neuroscience, Barrow Neurological Institute, Phoenix, Arizona, USA.
Finian KeleherDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
Kimbra KenneyDepartment of Neurology, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA.
Inga K KoertePsychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Boston, Massachusetts, USA.ORCID 0000-0003-1281-9286
Spencer W LiebelDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.ORCID 0000-0002-7036-4198
Abigail LivnyDivision of Diagnostic Imaging, Sheba Medical Center, Tel-Aviv, Israel.
Marianne LøvstadSunnaas Rehabilitation Centre, Nesodden, Norway.
Sarah L MartindaleW. G. (Bill) Hefner VA Healthcare System, Salisbury, North Carolina, USA.
Jeffrey E MaxDepartment of Psychiatry, UC San Diego, La Jolla, California, USA.
Andrew R MayerThe Mind Research Network, Albuquerque, New Mexico, USA.ORCID 0000-0003-2396-5609
Timothy B MeierDepartment of Neurosurgery, Medical College of Wisconsin, Milwaukee, Wisconsin, USA.ORCID 0000-0002-4495-2754
Deleene S MenefeeMichael E. DeBakey Veterans Affairs Medical Center, Houston, Texas, USA.
Abdalla Z MohamedThompson Institute, University of the Sunshine Coast, Birtinya, Australia.
Stefania MondelloDepartment of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, Messina, Italy.
Martin M MontiDepartment of Psychology, University of California Los Angeles, Los Angeles, California, USA.
Rajendra A MoreyBrain Imaging and Analysis Center, Duke University, Durham, North Carolina, USA.
Virginia NewcombeDepartment of Medicine, University of Cambridge, Cambridge, UK.ORCID 0000-0001-6044-9035
Mary R NewsomeDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
Alexander OlsenDepartment of Psychology, NTNU, Trondheim, Norway.ORCID 0000-0001-8691-3860
Nicholas J PastorekMichael E. DeBakey Veterans Affairs Medical Center, Houston, Texas, USA.
Mary Jo PughInformation Decision-Enhancement and Analytic Sciences Center, VA Salt Lake City, Salt Lake City, Utah, USA.ORCID 0000-0003-4196-7763
Adeel RaziTurner Institute for Brain and Mental Health, Monash University, Melbourne, Australia.
Jacob E ReschDepartment of Kinesiology, University of Virginia, Charlottesville, Virginia, USA.
Jared A RowlandW. G. (Bill) Hefner VA Healthcare System, Salisbury, North Carolina, USA.ORCID 0000-0002-3655-3411
Kelly RussellDepartment of Pediatrics and Child Health, University of Manitoba, Winnipeg, Canada.
Nicholas P RyanCognitive Neuroscience Unit, School of Psychology, Deakin University, Geelong, Australia.ORCID 0000-0002-0878-8889
Randall S ScheibelMichael E. DeBakey Veterans Affairs Medical Center, Houston, Texas, USA.
Adam T SchmidtDepartment of Psychological Sciences, Texas Tech University, Lubbock, Texas, USA.
Gershon SpitzMonash-Epworth Rehabilitation Research Centre, School of Psychological Sciences, Monash University, Melbourne, Australia.
Jaclyn A StephensCollege of Health and Human Sciences, Colorado State University, Fort Collins, Colorado, USA.
Assaf TalBiomedical Engineering, Tel Aviv University, Tel Aviv Israel.
Leah D TalbertDepartment of Psychology, Brigham Young University, Provo, Utah, USA.
Maria Carmela TartagliaUniversity Health Network, Toronto, Canada.
Brian A TaylorDepartment of Imaging Physics, The University of Texas M. D. Anderson Cancer Center, Houston, Texas, USA.
Sophia I ThomopoulosImaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA.
Maya TroyanskayaMichael E. DeBakey Veterans Affairs Medical Center, Houston, Texas, USA.
Eve M ValeraDepartment of Psychiatry, Harvard Medical School, Boston, Massachusetts, USA.
Harm Jan van der HornThe Mind Research Network, Albuquerque, New Mexico, USA.
John D Van HornDepartment of Psychology and School of Data Science, University of Virginia, Charlottesville, Virginia, USA.
Ragini VermaDepartment of Radiology, University of Pennsylvania, Pennsylvania, USA.
Benjamin S C WadeDivision of Neuropsychiatry and Neuromodulation, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.
Willian C WalkerDepartment of Physical Medicine & Rehabilitation, Virginia Commonwealth University, Richmond, Virginia, USA.ORCID 0000-0001-5813-3939
Ashley L WareDepartment of Psychology, Georgia State University, Atlanta, Georgia, USA.ORCID 0000-0002-8390-4915
J Kent WernerDepartment of Neurology, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA.
Keith Owen YeatesDepartment of Psychology, Alberta Children's Hospital Research Institute, and the Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.
Ross D ZafonteSpaulding Rehabilitation Hospital, Boston, Massachusetts, USA.
Michael M ZeinehDepartment of Radiology, Stanford University, California, USA.ORCID 0000-0002-6940-9096
Brandon ZielinskiDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
Paul M ThompsonImaging Genetics Center, Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of USC, Marina del Rey, California, USA.
Frank G HillaryDepartment of Psychology, Penn State University, State College, Pennsylvania, USA.
David F TateDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.ORCID 0000-0003-0213-1920
Elisabeth A WildeDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
Emily L DennisDepartment of Neurology, University of Utah School of Medicine, Salt Lake City, Utah, USA.ORCID 0000-0001-7112-4009
Funding
Personalized Profiles of Pathology in Pediatric Traumatic Brain InjuryR01NS122184 · NINDS · UTAH STATE HIGHER EDUCATION SYSTEM--UNIVERSITY OF UTAH · PI Emily Larsen Dennis, Elisabeth A Wilde · 2022 to 2026
$3.1MAdvancing Secondary Data Analysis: the ENIGMA Brain Injury Data Harmonization InitiativeR61NS120249 · NINDS · PENNSYLVANIA STATE UNIVERSITY, THE · PI DENNIS, EMILY LARSEN, HILLARY, FRANK GERARD · 2020 to 2021
$1.9MHSRD VA IK6 HX003762NINDS NIH HHS R01 NS122184NINDS NIH HHS R61 NS120249
Abstract
An extensive library of symptom inventories has been developed over time to measure clinical symptoms of traumatic brain injury (TBI), but this variety has led to several long-standing issues. Most notably, results drawn from different settings and studies are not comparable. This creates a fundamental problem in TBI diagnostics and outcome prediction, namely that it is not possible to equate results drawn from distinct tools and symptom inventories. Here, we present an approach using semantic textual similarity (STS) to link symptoms and scores across previously incongruous symptom inventories by ranking item text similarities according to their conceptual likeness. We tested the ability of four pretrained deep learning models to screen thousands of symptom description pairs for related content-a challenging task typically requiring expert panels. Models were tasked to predict symptom severity across four different inventories for 6,607 participants drawn from 16 international data sources. The STS approach achieved 74.8% accuracy across five tasks, outperforming other models tested. Correlation and factor analysis found the properties of the scales were broadly preserved under conversion. This work suggests that incorporating contextual, semantic information can assist expert decision-making processes, yielding broad gains for the harmonization of TBI assessment.
Indexed as
Brain Injuries, TraumaticDeep LearningSemanticsAdultFemaleHumansMaleartificial intelligenceharmonizationsemantic textual similaritysymptom inventoriestraumatic brain injury
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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 Socratic graph.