The DOI matches its Crossref record; 70 of the 70 references it cites were found in a registry or an index.
Systematic Review of Multivariable Prognostic Models for Mild Traumatic Brain Injury
Abstract
Prognostic models can guide clinical management and increase statistical power in clinical trials. The availability and adequacy of prognostic models for mild traumatic brain injury (MTBI) is uncertain. The present study aimed to (1) identify and evaluate multivariable prognostic models for MTBI, and (2) determine which pre-, peri-, and early post-injury variables have independent prognostic value in the context of multivariable models. An electronic search of MEDLINE, PsycINFO, PubMed, EMBASE, and CINAHL databases for English-language MTBI cohort studies from 1970–2013 was supplemented by Web of Science citation and hand searching. This search strategy identified 7789 articles after removing duplicates. Of 182 full-text articles reviewed, 26 met eligibility criteria including (1) prospective inception cohort design, (2) prognostic information collected within 1 month post-injury, and (3) 2+variables combined to predict clinical outcome (e.g., post-concussion syndrome) at least 1 month later. Independent reviewers extracted sample characteristics, study design features, clinical outcome variables, predictor selection methods, and prognostic model discrimination, calibration, and cross-validation. These data elements were synthesized qualitatively. The present review found no multivariable prognostic model that adequately predicts individual patient outcomes from MTBI. Suboptimal methodology limits their reproducibility and clinical usefulness. The most robust prognostic factors in the context of multivariable models were pre-injury mental health and early post-injury neuropsychological functioning. Women and adults with early post-injury anxiety also have worse prognoses. Relative to these factors, the severity of MTBI had little long-term prognostic value. Future prognostic studies should consider a broad range of biopsychosocial predictors in large inception cohorts.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“Psychological factors, when considered alongside demographic variables and clinical indicators of brain injury severity, have consistently emerged as robust predictors of PPCS.”
From Acceptance and commitment therapy for mild traumatic brain injury (ACTion-mTBI): a quasiexperimental feasibility study (2025) · cites this paper as [11]
Citations
Cites
Regression shrinkage and selection via the lasso
Tibshirani, R. (1996) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1996.tb02080.x · Cited by 51,482
Meta-analysis of Observational Studies in Epidemiology<SUBTITLE>A Proposal for Reporting</SUBTITLE>
Stroup, D. F. (2000) · JAMA · doi:10.1001/jama.283.15.2008 · Cited by 20,623
Definition of mild traumatic brain injury
&NA;, &. (1993) · Journal of Head Trauma Rehabilitation · doi:10.1097/00001199-199309000-00010 · Cited by 1,910
Cassidy, J. D., Carroll, L., Peloso, P. M. J., Borg, J., von Holst, H., Holm, L. W., Kraus, J. F., & Coronado, V. G. (2004) · Journal of Rehabilitation Medicine · doi:10.1080/16501960410023732 · Cited by 1,612
Steyerberg, E. W., Mushkudiani, N. A., Perel, P., Butcher, I., Lü, J., McHugh, G. S., Murray, G. D., Marmarou, A., Roberts, I., Habbema, J. D. F., et al. (2008) · PLoS Medicine · doi:10.1371/journal.pmed.0050165 · Cited by 1,437
Prognosis and prognostic research: what, why, and how?
Moons, K. G. M., Royston, P., Vergouwe, Y., Grobbee, D. E., & Altman, D. G. (2009) · BMJ · doi:10.1136/bmj.b375 · Cited by 1,337
Carroll, L., Cassidy, J. D., Peloso, P., Borg, J., von Holst, H., Holm, L., Paniak, C., & Pépin, M. (2004) · Journal of Rehabilitation Medicine · doi:10.1080/16501960410023859 · Cited by 1,326
Shenton, M. E., Hamoda, H. M., Schneiderman, J. S., Sylvain Bouix, A., Pasternak, O., Yogesh Rathi, A., Vu, M.-A. T., Purohit, M. P., Helmer, K. G., Koerte, I. K., et al. (2012) · Brain Imaging and Behavior · doi:10.1007/s11682-012-9156-5 · Cited by 994
Loss to follow-up in cohort studies: how much is too much?
Kristman, V., Manno, M., & Côté, P. (2004) · European Journal of Epidemiology · doi:10.1023/b:ejep.0000036568.02655.f8 · Cited by 740
Multivariable Prognostic Analysis in Traumatic Brain Injury: Results from The IMPACT Study
Murray, G. D., Butcher, I., McHugh, G. S., Lü, J., Mushkudiani, N. A., Maas, A. I. R., Marmarou, A., & Steyerberg, E. W. (2007) · Journal of Neurotrauma · doi:10.1089/neu.2006.0035 · Cited by 626
Flagged first, then by citations
Research works printed but not linked: 1
- Lingsma H., , Yue J.K., , Mass A., , Steyerberg E.W., , Manley G.T., , Cooper S.R., , Dams-O'Connor K., , Gordon W.A., , Menon D.K., , Mukherjee P., , Okonkwo D.O., , Puccio A.M., , Schnyer D.M., , Valadka A.B., , Vassar M.J., , and Yuh E.L. (2014). Outcome prediction after mild and complicated mild traumatic brain injury: external validation of existing models and identification of new predictors using the TRACK-TBI pilot study. J. Neurotrauma Epub ahead of print.
Cited by
Sorted by citations
Items 101–200 of 391
Predictors of Post-concussion Rehabilitation Outcomes at Three-month Follow-up
Scott, K. L., Strong, C.-A. H., Gorter, B. G., & Donders, J. (2016) · The Clinical Neuropsychologist · doi:10.1080/13854046.2015.1127427 · Cited by 31
Predicting functional recovery after mild traumatic brain injury: the SHEFBIT cohort
Booker, J., Sinha, S. K., Choudhari, K. A., Dawson, J., & Singh, R. K. (2019) · Brain Injury · doi:10.1080/02699052.2019.1629626 · Cited by 27
Knell, G., Caze, T. J., & Burkhart, S. O. (2021) · BMJ Open Sport & Exercise Medicine · doi:10.1136/bmjsem-2020-000970 · Cited by 27
Psychological mediators of avoidance and endurance behavior after concussion.
Terpstra, A. R., Cairncross, M., Yeates, K. O., Vranceanu, A., Greenberg, J., Hunt, C., & Silverberg, N. D. (2021) · Rehabilitation Psychology · doi:10.1037/rep0000390 · Cited by 34
Self-citationPicon, E. L., Perez, D. L., Burke, M. J., Debert, C. T., Iverson, G. L., Panenka, W. J., & Silverberg, N. D. (2021) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2021.110661 · Cited by 30
Self-citationde Neeling, M. G. J., Liessens, D., & Depreitere, B. (2023) · European Journal of Neurology · doi:10.1111/ene.15713 · Cited by 28
Longitudinal Recovery Following Repetitive Traumatic Brain Injury
Etemad, L. L., Yue, J. K., Barber, J. K., Nelson, L. D., Bodien, Y. G., Satris, G. G., Belton, P. J., Madhok, D. Y., Huie, J. R., Hamidi, S., et al. (2023) · JAMA Network Open · doi:10.1001/jamanetworkopen.2023.35804 · Cited by 31
Nelson, L. D., Wilson, L., Albrecht, J. S., Arciniegas, D. B., Barthélemy, E. J., Fontaine, S. N., Gardner, R. C., Juengst, S. B., Pappadis, M. R., Ponsford, J. L., et al. (2025) · Journal of Neurotrauma · doi:10.1089/neu.2024.0569 · Cited by 38
de la Tremblaye, P. B., O’Neil, D. A., LaPorte, M. J., B, J. P. C. A., Beitchman, J. A., Thomas, T. C., Bondi, C. O., & Kline, A. E. (2017) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2017.05.022 · Cited by 25
A Social Blow: The Role of Interpersonal Relationships in Mild Traumatic Brain Injury
Bannon, S. M., Greenberg, J., Goldson, J., O'Leary, D., & Vranceanu, A. (2020) · Psychosomatics · doi:10.1016/j.psym.2020.04.003 · Cited by 31
Stoitsas, K., Bahulikar, S., de Munter, L., de Jongh, M. A. C., Jansen, M. A. C., Jung, M. M., van Wingerden, M., & Deun, K. V. (2022) · Scientific Reports · doi:10.1038/s41598-022-21390-2 · Cited by 25
Lange, R. T., Lippa, S. M., Bailie, J. M., Wright, M. M., Driscoll, A. E., Sullivan, J. K., Gartner, R., Ramin, D., Robinson, G., Eshera, Y., et al. (2020) · The Clinical Neuropsychologist · doi:10.1080/13854046.2020.1746832 · Cited by 25
Relevance of the Fear-Avoidance Model for Chronic Disability after Traumatic Brain Injury
Wijenberg, M., Hicks, A. J., Downing, M. G., Heugten, C. M. V., Stapert, S. Z., & Ponsford, J. L. (2020) · Journal of Neurotrauma · doi:10.1089/neu.2020.7135 · Cited by 26
Déry, J., de Guise, É., Bussières, È.-L., & Lamontagne, M. (2021) · Systematic Reviews · doi:10.1186/s13643-021-01810-6 · Cited by 24
Terry, D. P., Iverson, G. L., Panenka, W. J., Colantonio, A., & Silverberg, N. D. (2018) · PLoS ONE · doi:10.1371/journal.pone.0198128 · Cited by 24
Self-citationAltered White Matter Integrity after Mild to Moderate Traumatic Brain Injury
Kim, E., Seo, H. G., Lee, H. H., Lee, S. H., Choi, S. H., Yoo, R., Cho, W., Wagner, A. K., & Oh, B. (2019) · Journal of Clinical Medicine · doi:10.3390/jcm8091318 · Cited by 25
Audrit, H., Beauchamp, M. H., Tinawi, S., Laguë-Beauvais, M., Saluja, R. S., & de Guise, É. (2021) · Journal of Head Trauma Rehabilitation · doi:10.1097/htr.0000000000000653 · Cited by 26
Faulkner, J. W., & Snell, D. L. (2023) · Physical Therapy · doi:10.1093/ptj/pzac156 · Cited by 21
Patterns of Performance and Symptom Validity Test Findings After Mild Traumatic Brain Injury
Donders, J., LeFebre, N. M., & Goldsworthy, R. (2019) · Archives of Clinical Neuropsychology · doi:10.1093/arclin/acz057 · Cited by 21
Long-Term Neurodevelopmental Outcome of Children With Mild Traumatic Brain Injury
Kooper, C. C., van Houten, M. A., Niele, N., Aarnoudse-Moens, C. S. H., van Roermund, M., Oosterlaan, J., Plötz, F. B., & Königs, M. (2024) · Pediatric Neurology · doi:10.1016/j.pediatrneurol.2024.07.011 · Cited by 21
Greenberg, J., Singh, T., Iverson, G. L., Silverberg, N. D., Macklin, E. A., Parker, R. A., Giacino, J. T., Yeh, G. Y., & Vranceanu, A. (2020) · JMIR Research Protocols · doi:10.2196/25746 · Cited by 19
Self-citationParker, H. A., Ranson, J., McCrea, M., Hoelzle, J. B., deRoon‐Cassini, T. A., & Nelson, L. D. (2021) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617720001423 · Cited by 22
Caze, T. J., Knell, G., Abt, J. P., & Burkhart, S. O. (2020) · JMIR Pediatrics and Parenting · doi:10.2196/19924 · Cited by 19
Sullivan, K. A., Hills, A. P., & Iverson, G. L. (2018) · Current Neurology and Neuroscience Reports · doi:10.1007/s11910-018-0884-9 · Cited by 20
Self-citationSensitivity to Noise Following a Mild Traumatic Brain Injury: A Longitudinal Study
Shepherd, D., Heinonen-Guzejev, M., Heikkila, K. V., Landon, J., & Theadom, A. (2021) · Journal of Head Trauma Rehabilitation · doi:10.1097/htr.0000000000000645 · Cited by 19
Temkin, N. R., Machamer, J., DIKMEN, S. S., Nelson, L. D., Barber, J. K., Hwang, P. H., Boase, K., Stein, M. B., Sun, X., Giacino, J. T., et al. (2022) · Journal of Neurotrauma · doi:10.1089/neu.2022.0113 · Cited by 19
Fear avoidance and return to work after mild traumatic brain injury
Snell, D. L., Faulkner, J. W., Williman, J. A., Silverberg, N. D., Theadom, A., Surgenor, L. J., Hackney, J. J., & Siegert, R. J. (2023) · Brain Injury · doi:10.1080/02699052.2023.2180663 · Cited by 19
Self-citationKarr, J. E., Leong, S. E., & Logan, T. (2023) · Journal of Neurotrauma · doi:10.1089/neu.2023.0194 · Cited by 18
Abdulle, A. E., & van der Naalt, J. (2019) · International Review of Psychiatry · doi:10.1080/09540261.2019.1664421 · Cited by 18
Faulkner, J. W., Snell, D. L., Shepherd, D., & Theadom, A. (2021) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2021.110664 · Cited by 20
Fure, S. C. R., Howe, E. I., Spjelkavik, Ø., Røe, C., Rike, P.-O., Olsen, A., Ponsford, J. L., Anđelić, N., & Løvstad, M. (2021) · Brain Injury · doi:10.1080/02699052.2021.1953593 · Cited by 17
Hume, C. H., Mitra, B., Wright, B. J., & Kinsella, G. (2022) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617722000674 · Cited by 16
Lunter, C. M., Carroll, E. L., Housden, C. R., Outtrim, J. G., Forsyth, F., Rivera, A., Maimaris, C., Boyle, A. A., Sahakian, B. J., Menon, D. K., et al. (2018) · Emergency Medicine Australasia · doi:10.1111/1742-6723.13163 · Cited by 18
Gozt, A., Licari, M. K., Halstrom, A., Milbourn, H., Lydiard, S., Black, A. M. B., Arendts, G., Macdonald, S. P. J., Song, S. J., MacDonald, E., et al. (2020) · Brain Sciences · doi:10.3390/brainsci10010023 · Cited by 18
Papadaki, E. Z., Kavroulakis, E., Manolitsi, K., Makrakis, D., Papastefanakis, E., Tsagaraki, P., Papadopoulou, S., Zampetakis, A., Malliou, M., Vakis, A. F., et al. (2020) · Brain Imaging and Behavior · doi:10.1007/s11682-020-00343-1 · Cited by 15
Faulkner, J. W., Theadom, A., Mahon, S., Snell, D. L., Barker-Collo, S., & Cunningham, K. (2020) · Medical Hypotheses · doi:10.1016/j.mehy.2020.110141 · Cited by 15
Hunt, A. W., Agnihotri, S., Sack, L., Tint, A., Greenspoon, D., Gauvin‐Lepage, J., Gagnon, I. J., Reed, N. P., & Scratch, S. E. (2020) · Brain Injury · doi:10.1080/02699052.2020.1776396 · Cited by 15
Wijenberg, M., Rauwenhoff, J. C. C., Stapert, S. Z., Verbunt, J., & Heugten, C. M. V. (2021) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803395.2021.1874881 · Cited by 18
Psychological Contributions to Symptom Provocation Testing After Concussion
Terpstra, A. R., Louie, D. R., Iverson, G. L., Yeates, K. O., Picon, E. L., Leddy, J. J., & Silverberg, N. D. (2022) · Journal of Head Trauma Rehabilitation · doi:10.1097/htr.0000000000000796 · Cited by 15
Self-citationLongitudinal Trajectories of Post-Concussive Symptoms Following Mild Traumatic Brain Injury
Keatley, E. S., Bechtold, K. T., Psoter, K. J., Peters, M. E., Everett, A. D., Rao, V., Meter, T. E. V., Falk, H. J., Korley, F. K., & Roy, D. (2023) · Brain Injury · doi:10.1080/02699052.2023.2172612 · Cited by 16
Dennis, J. K., Yengo-Kahn, A. M., Kirby, P., Solomon, G. S., Cox, N. J., & Zuckerman, S. L. (2019) · Journal of Neurotrauma · doi:10.1089/neu.2018.5916 · Cited by 15
Survey of Child Neurologists on Management of Pediatric Post-traumatic Headache
Pearson, R., Desiree, L., Choe, M. C., Taraman, S., & Langdon, R. (2019) · Journal of Child Neurology · doi:10.1177/0883073819856837 · Cited by 15
Alzuhairy, A. K. A. (2020) · Archives of Academic Emergency Medicine · Cited by 17
The Functional Status Examination in Mild Traumatic Brain Injury: A TRACK-TBI Sub-Study
Zahniser, E., Temkin, N. R., Machamer, J., Barber, J. K., Manley, G. T., Markowitz, A. J., DIKMEN, S. S., & TRACK-TBI Investigators (2018) · Archives of Clinical Neuropsychology · doi:10.1093/arclin/acy103 · Cited by 15
Chapter 15. Neurodegenerative Dementias
LoBue, C., Cullum, C. M., Didehbani, N., Yeatman, K., Jones, B. H., Kraut, M. A., & Hart, J. A. L. (2018) · American Psychiatric Association Publishing eBooks · doi:10.1176/appi.books.9781615372645.js15 · Cited by 15
Gozt, A., Hellewell, S. C., Thorne, J., Thomas, E., Buhagiar, F., Markovic, S. J., Houselt, A. V., Ring, A., Arendts, G., Smedley, B., et al. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-046460 · Cited by 15
Kooper, C. C., van der Zee, C. W., Oosterlaan, J., Plötz, F. B., & Königs, M. (2022) · Journal of Neurotrauma · doi:10.1089/neu.2022.0369 · Cited by 14
Roy, D., Peters, M. E., Everett, A. D., Leoutsakos, J., Yan, H., Rao, V., Bechtold, K. T., Sair, H. I., Meter, T. E. V., Falk, H. J., et al. (2019) · Journal of Neuropsychiatry · doi:10.1176/appi.neuropsych.18120379 · Cited by 14
Cairncross, M., Debert, C. T., Hunt, C., Bayley, M. T., Comper, P., Chandra, T., & Silverberg, N. D. (2021) · Journal of Head Trauma Rehabilitation · doi:10.1097/htr.0000000000000669 · Cited by 15
Self-citationPredictors for Psychological Distress 2 Months After Mild Traumatic Brain Injury
Vikane, E., Frøyland, K., Næss, H. L., Aßmus, J., & Skouen, J. S. (2019) · Frontiers in Neurology · doi:10.3389/fneur.2019.00639 · Cited by 16
Network analysis applied to post-concussion symptoms in two mild traumatic brain injury samples
Faulkner, J. W., Theadom, A., Snell, D. L., & Williams, M. N. (2023) · Frontiers in Neurology · doi:10.3389/fneur.2023.1226367 · Cited by 14
Tator, C. H., Moore, C., Buso, C., Huszti, E., Li, Q., Prentice, E., Khodadadi, M., Scott, O. F. T., & Tartaglia, M. C. (2024) · Journal of Neurotrauma · doi:10.1089/neu.2023.0263 · Cited by 13
de Souza, M. R., Côrtes, M. A., da Silva, G. C. L., Solla, D. J. F., Marques, E. G., Oliveira, W. L., Fagundes, C. F., Teixeira, M. J., de Amorim, R. L. O., Rubiano, A. M., et al. (2022) · Neurotrauma Reports · doi:10.1089/neur.2021.0067 · Cited by 13
A Cross-Study Analysis for Reproducible Sub-classification of Traumatic Brain Injury
Si, B., Dumkrieger, G. M., Wu, T., ZAFONTE, R. D., Dodick, D. W., Schwedt, T. J., & Li, J. (2018) · Frontiers in Neurology · doi:10.3389/fneur.2018.00606 · Cited by 13
Self-citationEvaluating Cognitive-Linguistic Deficits Postconcussion in Adults
Brown, J. A., & Knollman-Porter, K. (2019) · Topics in Language Disorders · doi:10.1097/tld.0000000000000186 · Cited by 13
Li, G., Liu, H., He, Y., Hu, Z., Gu, Y., Li, Y., Ye, Y., & Hu, J. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.895852 · Cited by 13
Ali, A. M. E.-S., Gul, W., Sen, J., Hewitt, S.-J., Olubajo, F., & McMahon, C. J. (2024) · Clinical Neurology and Neurosurgery · doi:10.1016/j.clineuro.2024.108215 · Cited by 12
Prevalence of fatigue and cognitive impairment after traumatic brain injury
Wright, T. J., Elliott, T. R., Randolph, K. M., Pyles, R. B., Masel, B. E., Urban, R. J., & Sheffield‐Moore, M. (2024) · PLoS ONE · doi:10.1371/journal.pone.0300910 · Cited by 12
Psychometric properties and correlates of the PHQ-2 and PHQ-9 after traumatic brain injury
Donders, J., & Darland, K. (2017) · Brain Injury · doi:10.1080/02699052.2017.1334962 · Cited by 12
Afridi, A., & Rathore, F. A. (2021) · Journal of Rehabilitation Medicine · doi:10.2340/16501977-2823 · Cited by 12
Blood biomarkers of secondary outcomes following concussion: A systematic review
Swaney, E. E. K., Cai, T., Seal, M. L., & Ignjatović, V. (2023) · Frontiers in Neurology · doi:10.3389/fneur.2023.989974 · Cited by 12
Alcohol Consumption Does not Impede Recovery from Mild to Moderate Traumatic Brain Injury
Silverberg, N. D., Panenka, W. J., Iverson, G. L., Brubacher, J. R., Shewchuk, J. R., Heran, M. K. S., Oh, G. C. S., Honer, W. G., & Lange, R. T. (2016) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617716000692 · Cited by 12
Self-citationMikolić, A., Klaveren, D. V., Jost, M., Maas, A. I. R., Shi, S., Silverberg, N. D., Wilson, L., Lingsma, H. F., & Steyerberg, E. W. (2025) · BMJ Mental Health · doi:10.1136/bmjment-2024-301181 · Cited by 12
Self-citationGraff, H. J., Siersma, V., Møller, A., Kragstrup, J., Andersen, L. L., Egerod, I., & Rytter, H. M. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-027297 · Cited by 11
Quantitative multimodal imaging in traumatic brain injuries producing impaired cognition
Shah, S. A., Lowder, R. J., & Kuceyeski, A. F. (2020) · Current Opinion in Neurology · doi:10.1097/wco.0000000000000872 · Cited by 12
Motor Vehicle Collisions and Their Consequences—Part II: Predictors of Impairment and Disability
Duckworth, M. P., & Iezzi, T. (2018) · Psychological Injury and Law · doi:10.1007/s12207-018-9334-x · Cited by 11
What Attorneys and Factfinders Need to Know About Mild Traumatic Brain Injuries
Kaufman, N. K., Bush, S. S., & Aguilar, M. R. (2019) · Psychological Injury and Law · doi:10.1007/s12207-019-09355-9 · Cited by 11
Lanzillo, B., Piscosquito, G., Marcuccio, L., Lanzillo, A., & Vitale, D. F. (2019) · PLoS ONE · doi:10.1371/journal.pone.0216507 · Cited by 11
History of Functional Somatic Syndromes and Persistent Symptoms After Mild Traumatic Brain Injury
Green, K., Cairncross, M., Panenka, W. J., Stubbs, J. L., & Silverberg, N. D. (2020) · Journal of Neuropsychiatry · doi:10.1176/appi.neuropsych.20060159 · Cited by 10
Self-citationAcute Effects of Concussion in Adolescent Athletes With High Preseason Anxiety
Champigny, C. M., Roberts, S. D., Terry, D. P., Maxwell, B., Berkner, P. D., Iverson, G. L., & Wojtowicz, M. A. (2021) · Clinical Journal of Sport Medicine · doi:10.1097/jsm.0000000000000963 · Cited by 10
Self-citationLovette, B. C., Kanaya, M. R., Grunberg, V. A., McKinnon, E., Vranceanu, A., & Greenberg, J. (2023) · Neuropsychological Rehabilitation · doi:10.1080/09602011.2023.2238950 · Cited by 10
Coffeng, S. M., Jacobs, B., de Koning, M. E., Hageman, G., Roks, G., & van der Naalt, J. (2020) · BMC Neurology · doi:10.1186/s12883-020-01887-x · Cited by 10
Faulkner, J. W., Snell, D. L., & Siegert, R. J. (2024) · Brain Injury · doi:10.1080/02699052.2024.2411297 · Cited by 9
Neuropsychiatric Treatment for Mild Traumatic Brain Injury: Nonpharmacological Approaches
Mollica, A., Dey, A., Cairncross, M., Silverberg, N. D., & Burke, M. J. (2022) · Seminars in Neurology · doi:10.1055/s-0041-1742143 · Cited by 11
Self-citationNguyen, J. V. K., McKay, A., Ponsford, J., Davies, K., Makdissi, M., Drummond, S. P. A., Reyes, J., & Willmott, C. (2022) · Pilot and Feasibility Studies · doi:10.1186/s40814-022-01153-6 · Cited by 10
de Souza, M. R., Pipek, L. Z., Fagundes, C. F., Solla, D. J. F., da Silva, G. C. L., Godoy, D. A., Kolias, A. G., de Amorim, R. L. O., & Paiva, W. S. (2022) · Surgical Neurology International · doi:10.25259/sni_737_2022 · Cited by 9
Clinical examination factors that predict delayed recovery in individuals with concussion
Martinez, C., Christopherson, Z. R., Lake, A. D., Myers, H. S., Bytomski, J., Butler, R. J., & Cook, C. E. (2020) · Archives of Physiotherapy · doi:10.1186/s40945-020-00081-z · Cited by 9
Price, A. M., Knell, G., Caze, T. J., Abt, J. P., Loveland, D. M., & Burkhart, S. O. (2021) · Clinical Journal of Sport Medicine · doi:10.1097/jsm.0000000000000975 · Cited by 9
Bonn, M. M., Dickey, J. P., Moran, B., McGuire, S., & Graham, L. J. (2022) · Physiotherapy Theory and Practice · doi:10.1080/09593985.2021.2022046 · Cited by 9
Somatization in Adolescents With Persistent Symptoms After Concussion: A Retrospective Chart Review
Green, K. E., Purtzki, J., Chapman, A., Oberlander, T. F., Silverberg, N. D., & Dhariwal, A. K. (2022) · Journal of Neuropsychiatry · doi:10.1176/appi.neuropsych.21070169 · Cited by 10
Self-citationFaulkner, J. W., Snell, D. L., & Theadom, A. (2022) · Brain Injury · doi:10.1080/02699052.2022.2109747 · Cited by 13
Pozzato, I., Cameron, I. D., Meares, S., Kifley, A., Vu, K. V., Liang, A., Gillett, M., Craig, A. R., & Gopinath, B. (2017) · BMJ Open · doi:10.1136/bmjopen-2017-016222 · Cited by 9
Chapter 1. Epidemiology of Traumatic Brain Injury
Corrigan, J. D., Harrison-Felix, C. L., & Haarbauer-Krupa, J. K. (2018) · American Psychiatric Association Publishing eBooks · doi:10.1176/appi.books.9781615372645.js01 · Cited by 9
Madsen, B. Å., Fure, S. C. R., Anđelić, N., Løke, D., Løvstad, M., Røe, C., & Howe, E. I. (2023) · Journal of Clinical Medicine · doi:10.3390/jcm12144654 · Cited by 9
Yue, J. K., Etemad, L. L., Elguindy, M. M., van Essen, T. A., Belton, P. J., Nelson, L. D., McCrea, M., Vreeburg, R. J. G., Gotthardt, C. J., Tracey, J. X., et al. (2024) · Trauma Surgery & Acute Care Open · doi:10.1136/tsaco-2024-001501 · Cited by 10
Fox, A. J., Matthews, N. L., Qiu, Z., Filmer, H. L., & Dux, P. E. (2024) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2024.109005 · Cited by 10
Prognostic factors in traumatic brain injuries in emergency department
Behzadnia, M. J., Anbarlouei, M., Hosseini, S. M., & Boroumand, A. B. (2022) · Journal of Research in Medical Sciences · doi:10.4103/jrms.jrms_290_22 · Cited by 8
Boucher, V., Frenette, J., Neveu, X., Tardif, P., Mercier, É., Chauny, J., Berthelot, S., Archambault, P. M., Lee, J. S., Perry, J. J., et al. (2023) · Journal of Clinical Neuroscience · doi:10.1016/j.jocn.2023.10.007 · Cited by 9
Multi-Modal Traumatic Brain Injury Prognosis via Structure-Aware Field-Wise Learning
Zhang, L., Li, Z., Chandra, S. S., & Nasrallah, F. A. (2024) · IEEE Transactions on Knowledge and Data Engineering · doi:10.1109/tkde.2024.3364385 · Cited by 8
Manglani, H. R., Lovette, B. C., Grunberg, V. A., Frieder, J., Vranceanu, A., & Greenberg, J. (2024) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2024.01.024 · Cited by 8
Psychological Predictors of Postconcussive Symptoms Following Traumatic Injury
Sullivan, K. A., Edmed, S. L., Greenslade, J. H., White, M. J., Chu, K., Lukin, B., Lange, R. T., & Lurie, J. K. (2017) · Journal of Head Trauma Rehabilitation · doi:10.1097/htr.0000000000000347 · Cited by 8
Remigio‐Baker, R. A., Babakhanyan, I., Gregory, E., Cole, W. R., Ettenhofer, M. L., West, T. A., Qashu, F. M., Mullins, L., & Bailie, J. M. (2021) · Journal of Head Trauma Rehabilitation · doi:10.1097/htr.0000000000000694 · Cited by 8
Faulkner, J. W., Snell, D. L., Theadom, A., Mahon, S., & Barker-Collo, S. L. (2022) · Disability and Rehabilitation · doi:10.1080/09638288.2022.2055167 · Cited by 9
Jobin, K., Wang, M., du Plessis, S., Silverberg, N. D., & Debert, C. T. (2023) · Neurorehabilitation · doi:10.3233/nre-237002 · Cited by 8
Self-citationPrognostic factors for unfavorable outcome after mild traumatic brain injury. A review of literature
Ducos, Y., & Aghakhani, N. (2020) · Neurochirurgie · doi:10.1016/j.neuchi.2020.04.129 · Cited by 8
Legarda, S. B., Lahti, C. E., McDermott, D., & Michas-Martin, A. (2022) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2022.894758 · Cited by 8
Faulkner, J., Prouty, D., Devlin, L., Appleton, D., Roche, M., Below, K., Moffat, J., Snell, D., Williams, M. N., Barker-Collo, S., et al. (2025) · BMJ Open · doi:10.1136/bmjopen-2024-089727 · Cited by 7
Zimmerman, A., Elahi, C., Rocha, T. A. H., Sakita, F. M., Mmbaga, B. T., Staton, C. A., & Vissoci, J. R. N. (2023) · PLOS Global Public Health · doi:10.1371/journal.pgph.0002156 · Cited by 7
Hecker, L., King, S., Wijenberg, M., Geusgens, C. A. V., Stapert, S. Z., Verbunt, J., & Heugten, C. M. V. (2025) · Neurotrauma Reports · doi:10.1089/neur.2024.0136 · Cited by 11
Recovery Trajectories of Patients with Mild Traumatic Brain Injury
King, S., Winkens, I., Wijenberg, M., Schepers, J., Stapert, S. Z., Verbunt, J., Rijkeboer, M. M., van der Naalt, J., & Heugten, C. M. V. (2025) · Journal of Neurotrauma · doi:10.1089/neu.2024.0610 · Cited by 10
Metadata
- Authors
- Silverberg, N. D., Gardner, A. J., Brubacher, J. R., Panenka, W. J., Li, J. J., & Iverson, G. L.
- Affiliations
- University of British Columbia (CA)
- University of Newcastle Australia (AU)
- Simon Fraser University (CA)
- Harvard University (US)
- Corresponding author
- Silverberg, Noah D.
- Venue
- Journal of Neurotrauma
- Publisher
- SAGE Publications
- Published
- 2015-04
- Volume
- 32
- Issue
- 8
- Pages
- 517-526
- ISSN
- 0897-7151 (ISSN-L)
- 1557-9042
- OpenAlex
- W1974797523
- Cited by
- 393
- References
- 70
- Citations by year
- 2026: 11 · 2025: 32 · 2024: 38 · 2023: 33 · 2022: 41 · 2021: 44 · 2020: 33 · 2019: 37 · 2018: 73 · 2017: 29 · 2016: 12 · 2015: 10
- FWCI
- 2.27
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Neurotrauma (publishedVersion)
- PubMed (publishedVersion)
- NOVA (University of Newcastle Australia) (submittedVersion)
- Topics
- Health Sciences › Medicine › Clinical Neurology › Traumatic Brain Injury Research
- Health Sciences › Medicine › Clinical Neurology › Traumatic Brain Injury and Neurovascular Disturbances
- Health Sciences › Medicine › Clinical Neurology › Long-Term Effects of COVID-19
- Keywords
- mild traumatic brain injury, concussion, prognostic model, post-concussion syndrome, prognostic factors, neuropsychological performance, injury severity, discrimination and calibration
- MeSH terms
- Brain Injuries, Humans, Models, Neurological, Prognosis
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review