Literature DB >> 30079858

Modeling the Structure of Acute Sport-Related Concussion Symptoms: A Bifactor Approach.

Lindsay D Nelson1, Mark D Kramer2, Christopher J Patrick3, Michael A McCrea1.   

Abstract

OBJECTIVES: Concussions cause diverse symptoms that are often measured through a single symptom severity score. Researchers have postulated distinct dimensions of concussion symptoms, raising the possibility that total scores may not accurately represent their multidimensional nature. This study examined to what degree concussion symptoms, assessed by the Sport Concussion Assessment Tool 3 (SCAT3), reflect a unidimensional versus multidimensional construct to inform how the SCAT3 should be scored and advance efforts to identify distinct phenotypes of concussion.
METHODS: Data were aggregated across two prospective studies of sport-related concussion, yielding 219 high school and college athletes in the acute (<48 hr) post-injury period. Item-level ratings on the SCAT3 checklist were analyzed through exploratory and confirmatory factor analyses. We specified higher-order and bifactor models and compared their fit, interpretability, and external correlates.
RESULTS: The best-fitting model was a five-factor bifactor model that included a general factor on which all items loaded and four specific factors reflecting emotional symptoms, torpor, sensory sensitivities, and headache symptoms. The bifactor model demonstrated better discriminant validity than the counterpart higher-order model, in which the factors were highly correlated (r=.55-.91).
CONCLUSIONS: The SCAT3 contains items that appear unidimensional, suggesting that it is appropriate to quantify concussion symptoms with total scores. However, evidence of multidimensionality was revealed using bifactor modeling. Additional work is needed to clarify the nature of factors identified by this model, explicate their clinical and research utility, and determine to what degree the model applies to other stages of injury recovery and patient subgroups. (JINS, 2018, 24, 793-804).

Entities:  

Keywords:  Bifactor model; Clinical phenotypes; Concussion; Confirmatory factor analysis; Exploratory factor analysis; Head injury; Hierarchical model; Higher-order factor model; Psychometric properties; Sports

Year:  2018        PMID: 30079858      PMCID: PMC6589835          DOI: 10.1017/S1355617718000462

Source DB:  PubMed          Journal:  J Int Neuropsychol Soc        ISSN: 1355-6177            Impact factor:   2.892


  40 in total

1.  Bifactor Modeling and the Estimation of Model-Based Reliability in the WAIS-IV.

Authors:  Gilles E Gignac; Marley W Watkins
Journal:  Multivariate Behav Res       Date:  2013-09       Impact factor: 5.923

2.  A bifactor approach to modeling the structure of the psychopathy checklist-revised.

Authors:  Christopher J Patrick; Brian M Hicks; Penny E Nichol; Robert F Krueger
Journal:  J Pers Disord       Date:  2007-04

3.  Research electronic data capture (REDCap)--a metadata-driven methodology and workflow process for providing translational research informatics support.

Authors:  Paul A Harris; Robert Taylor; Robert Thielke; Jonathon Payne; Nathaniel Gonzalez; Jose G Conde
Journal:  J Biomed Inform       Date:  2008-09-30       Impact factor: 6.317

Review 4.  Triarchic conceptualization of psychopathy: developmental origins of disinhibition, boldness, and meanness.

Authors:  Christopher J Patrick; Don C Fowles; Robert F Krueger
Journal:  Dev Psychopathol       Date:  2009

5.  Consensus statement on concussion in sport: the 4th International Conference on Concussion in Sport held in Zurich, November 2012.

Authors:  Paul McCrory; Willem H Meeuwisse; Mark Aubry; Bob Cantu; Jirí Dvorák; Ruben J Echemendia; Lars Engebretsen; Karen Johnston; Jeffrey S Kutcher; Martin Raftery; Allen Sills; Brian W Benson; Gavin A Davis; Richard G Ellenbogen; Kevin Guskiewicz; Stanley A Herring; Grant L Iverson; Barry D Jordan; James Kissick; Michael McCrea; Andrew S McIntosh; David Maddocks; Michael Makdissi; Laura Purcell; Margot Putukian; Kathryn Schneider; Charles H Tator; Michael Turner
Journal:  Br J Sports Med       Date:  2013-04       Impact factor: 13.800

6.  Rewards of bridging the divide between measurement and clinical theory: demonstration of a bifactor model for the Brief Symptom Inventory.

Authors:  Michael L Thomas
Journal:  Psychol Assess       Date:  2011-07-18

7.  Prospective, Head-to-Head Study of Three Computerized Neurocognitive Assessment Tools (CNTs): Reliability and Validity for the Assessment of Sport-Related Concussion.

Authors:  Lindsay D Nelson; Ashley A LaRoche; Adam Y Pfaller; E Brooke Lerner; Thomas A Hammeke; Christopher Randolph; William B Barr; Kevin Guskiewicz; Michael A McCrea
Journal:  J Int Neuropsychol Soc       Date:  2016-01       Impact factor: 2.892

8.  Invited Paper: The Rediscovery of Bifactor Measurement Models.

Authors:  Steven P Reise
Journal:  Multivariate Behav Res       Date:  2012-09-01       Impact factor: 5.923

9.  Postural Stability and Neuropsychological Deficits After Concussion in Collegiate Athletes.

Authors:  Kevin M. Guskiewicz; Scott E. Ross; Stephen W. Marshall
Journal:  J Athl Train       Date:  2001-09       Impact factor: 2.860

10.  The Bifactor Model Fits Better Than the Higher-Order Model in More Than 90% of Comparisons for Mental Abilities Test Batteries.

Authors:  Jeffrey Cucina; Kevin Byle
Journal:  J Intell       Date:  2017-07-11
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  5 in total

1.  Preliminary Validation of an Abbreviated Acute Concussion Symptom Checklist Using Item Response Theory.

Authors:  Kristin Wilmoth; Brooke E Magnus; Michael A McCrea; Lindsay D Nelson
Journal:  Am J Sports Med       Date:  2020-09-14       Impact factor: 6.202

2.  Bifactor Model of the Sport Concussion Assessment Tool Symptom Checklist: Replication and Invariance Across Time in the CARE Consortium Sample.

Authors:  Benjamin L Brett; Mark D Kramer; Michael A McCrea; Steven P Broglio; Thomas W McAllister; Lindsay D Nelson; Joseph B Hazzard; Louise A Kelly; Justus Ortega; Nicholas Port; Paul F Pasquina; Jonathan Jackson; Kenneth L Cameron; Megan N Houston; Joshua T Goldman; Christopher Giza; Thomas Buckley; James R Clugston; Julianne D Schmidt; Luis A Feigenbaum; James T Eckner; Christina L Master; Michael W Collins; Anthony P Kontos; Sara P D Chrisman; Stefan M Duma; Christopher M Miles; Adam Susmarski
Journal:  Am J Sports Med       Date:  2020-08-18       Impact factor: 6.202

3.  Comparing Traumatic Brain Injury Symptoms Reported via Questionnaires Versus a Novel Structured Interview.

Authors:  Natalie A Emmert; Georgia Ristow; Michael A McCrea; Terri A deRoon-Cassini; Lindsay D Nelson
Journal:  J Int Neuropsychol Soc       Date:  2021-03-23       Impact factor: 2.892

4.  Invariance of the Bifactor Structure of Mild Traumatic Brain Injury (mTBI) Symptoms on the Rivermead Postconcussion Symptoms Questionnaire Across Time, Demographic Characteristics, and Clinical Groups: A TRACK-TBI Study.

Authors:  Stephanie Agtarap; Mark D Kramer; Laura Campbell-Sills; Esther Yuh; Pratik Mukherjee; Geoffrey T Manley; Michael A McCrea; Sureyya Dikmen; Joseph T Giacino; Murray B Stein; Lindsay D Nelson
Journal:  Assessment       Date:  2020-04-24

5.  Latent Profile Analysis of Neuropsychiatric Symptoms and Cognitive Function of Adults 2 Weeks After Traumatic Brain Injury: Findings From the TRACK-TBI Study.

Authors:  Benjamin L Brett; Mark D Kramer; John Whyte; Michael A McCrea; Murray B Stein; Joseph T Giacino; Mark Sherer; Amy J Markowitz; Geoffrey T Manley; Lindsay D Nelson; Opeolu Adeoye; Neeraj Badjatia; Kim Boase; Jason Barber; Yelena Bodien; M Ross Bullock; Randall Chesnut; John D Corrigan; Karen Crawford; Ramon Diaz-Arrastia; Sureyya Dikmen; Ann-Christine Duhaime; Richard Ellenbogen; V Ramana Feeser; Adam R Ferguson; Brandon Foreman; Raquel Gardner; Etienne Gaudette; Luis Gonzalez; Shankar Gopinath; Rao Gullapalli; J Claude Hemphill; Gillian Hotz; Sonia Jain; C Dirk Keene; Frederick K Korley; Joel Kramer; Natalie Kreitzer; Harvey Levin; Chris Lindsell; Joan Machamer; Christopher Madden; Alastair Martin; Thomas McAllister; Randall Merchant; Pratik Mukherjee; Laura B Ngwenya; Florence Noel; David Okonkwo; Eva Palacios; Ava Puccio; Miri Rabinowitz; Claudia Robertson; Jonathan Rosand; Angelle Sander; Gabriella Satris; David Schnyer; Seth Seabury; Sabrina Taylor; Nancy Temkin; Arthur Toga; Alex Valadka; Mary Vassar; Kevin Wang; John K Yue; Esther Yuh; Ross Zafonte
Journal:  JAMA Netw Open       Date:  2021-03-01
  5 in total

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