References
- Alpaydin, E. (2004). Introduction to machine learning. Cambridge: MIT Press.
- Altman, D. G., & Bland, J. M. (2007). Missing data. BMJ, 334(7590), 424–424. doi:https://doi.org/10.1136/bmj.38977.682025.2C
- Alvarez, J. A., & Emory, E. (2006). Executive function and the frontal lobes: A meta-analytic review. Neuropsychology Review, 16(1), 17–42. doi:https://doi.org/10.1007/s11065-006-9002-x
- Baddeley, A., Della Sala, S., Papagno, C., & Spinnler, H. (1997). Dual-task performance in dysexecutive and nondysexecutive patients with a frontal lesion. Neuropsychology, 11(2), 187–194. doi:https://doi.org/10.1037/0894-4105.11.2.187
- Baddeley, A.D., Emslie, H., & Nimmo-Smith, I. (1994). Doors and people: A test of visual and verbal recall and recognition. Suffolk, England: Thames Valley Test Company.
- Baron-Cohen, S., & Wheelwright, S. (2004). The empathy quotient: An investigation of adults with asperger syndrome or high functioning autism, and normal sex differences. Journal of Autism and Developmental Disorders, 34(2), 163–175. doi:https://doi.org/10.1023/B:JADD.0000022607.19833.00
- Baron-Cohen, S., Wheelwright, S., Hill, J., Raste, Y., & Plumb, I. (2001). The “Reading the Mind in the Eyes” Test revised version: A study with normal adults, and adults with Asperger syndrome or high-functioning autism. Journal of Child Psychology and Psychiatry, 42(2), 241–251. doi:https://doi.org/10.1111/1469-7610.00715
- Battista, P., Salvatore, C., & Castiglioni, I. (2017). Optimizing neuropsychological assessments for cognitive, behavioral, and functional impairment classification: A machine learning study. Behavioural Neurology, 2017, 1–19. doi:https://doi.org/10.1155/2017/1850909
- Brain Injury Association of America. (n.d). Brain injury overview. Retrieved from https://www.biausa.org/brain-injury/about-brain-injury/basics/overview.
- Brickenkamp, R., & Zillmer, E. (1998). The D2 test of attention (1st ed.). Seattle, WA: Hogreffe and Huber Publishers.
- Cardebat, D., Doyon, B., Puel, M., Goulet, P., & Joanette, Y. (1990). Formal and semantic lexical evocation in normal subjects. Performance and dynamics of production as a function of sex, age and educational level. Acta Neurologica Belgica, 90(4), 207–217.
- Caron, E., Lesimple, B., Debarle, C., Lefort, M., Galanaud, D., Perlbarg, V., … Pradat-Diehl, P. (2018). Neuropsychological assessment of a long-term (LT) outcome after severe traumatic brain injury (TBI). Annals of Physical and Rehabilitation Medicine , 61, e230. doi:https://doi.org/10.1016/j.rehab.2018.05.533
- Casaletto, K. B., & Heaton, R. K. (2017). Neuropsychological assessment: Past and future. Journal of the International Neuropsychological Society, 23(9–10), 778–790. Society: JINS, doi:https://doi.org/10.1017/S1355617717001060
- Colantonio, A., Salehi, S., Kristman, V., Cassidy, J. D., Carter, A., Vartanian, O., … Vernich, L. (2016). Return to work after work-related traumatic brain injury. NeuroRehabilitation, 39(3), 389–399. doi:https://doi.org/10.3233/NRE-161370
- Coyette, F., & Van der Linden, M. (1993). Adaptation de l’épreuve de la Tour de Londres (unpublished). Centre de Revalidation Neuropsychologique des Cliniques Saint-Luc et Service de Neuropsychologie de l’Université de Liège.
- Diday, E. (2017). Categorization in symbolic data analysis. In H. Cohen & C. Lefebvre (Eds.), Handbook of categorization in cognitive science (2nd ed., pp. 1001–1027). San Diego, CA: Elsevier Academic Press.
- Draper, K., & Ponsford, J. (2008). Cognitive functioning ten years following traumatic brain injury and rehabilitation. Neuropsychology, 22(5), 618–625. doi:https://doi.org/10.1037/0894-4105.22.5.618
- Ericsson, K. A. (2008). Deliberate practice and acquisition of expert performance: A general overview. Academic Emergency Medicine: Official Journal of the Society for Academic Emergency Medicine, 15(11), 988–994. doi:https://doi.org/10.1111/j.1553-2712.2008.00227.x
- Fryer, K., Thomas, S., & Barnes, M. (2017). Disease insight report – Acquired brain injury. NHiS Commissioning Excellence, part of Wilmington Healthcare. Retrieved from https://wilmingtonhealthcare.com/wp-content/uploads/2017/03/ABI-Report-Web-Mar2017.pdf.
- Frost, R. B., Farrer, T. J., Primosch, M., & Hedges, D. W. (2013). Prevalence of traumatic brain injury in the general adult population: A meta-analysis. Neuroepidemiology, 40(3), 154–159. doi:https://doi.org/10.1159/000343275
- Gamberger, D., & Lavrač, N. (1997). Conditions for Occam’s razor applicability and noise elimination. In M. van Someren & G. Widmer (Eds.), Machine learning: ECML-97 (pp. 108–123). Berlin, Heidelberg: Springer.
- Geurten, M., Vincent, E., Van der Linden, M., Coyette, F., & Meulemans, T. (2016). Working memory assessment: Construct validity of the Brown-Peterson Test. Canadian Journal of Behavioural Science/Revue Canadienne Des Sciences du Comportement, 48(4), 328–336. doi:https://doi.org/10.1037/cbs0000057
- Goulon, A., Duprat, A., & Dreyfus, G. (2006). Graph machines and their applications to computer-aided drug design: A new approach to learning from structured data. In C. S. Calude, M. J. Dinneen, G. Păun, G. Rozenberg, & S. Stepney (Eds.), Unconventional Computation (pp. 1–19). Berlin, Heidelberg: Springer.
- Hastie, T., Tibshirani, R., & Friedman, J. (2009). The elements of statistical learning: Data mining, inference, and prediction (2nd ed.). New York: Springer-Verlag. Retrieved from www.springer.com/fr/book/9780387848570.
- Heaton, R.K., Chelune, G.J., Talley, J.L., Kay, G.G., & Curtiss, G. (1993). Wisconsin card sorting test manual: Revised and expanded. Odessa, TX: Psychological Assessment Resources.
- Joode, E., Proot, I., Slegers, K., Heugten, C., Verhey, F., & Boxtel, M. (2012). The use of standard calendar software by individuals with acquired brain injury and cognitive complaints: A mixed methods study. Disability and Rehabilitation: Assistive Technology, 7(5), 389–398. doi:https://doi.org/10.3109/17483107.2011.644623
- Kahan, M., Jones, K. M., Balalla, S., McPherson, K., Stedman, E., & Feigin, V. L. (2018). Return to pre-injury work following mild traumatic brain injury. Brain Impairment, 19(2), 153–165. doi:https://doi.org/10.1017/BrImp.2018.7
- Kauranen, T., Turunen, K., Laari, S., Mustanoja, S., Baumann, P., & Poutiainen, E. (2013). The severity of cognitive deficits predicts return to work after a first-ever ischaemic stroke. Journal of Neurology, Neurosurgery & Psychiatry, 84(3), 316–321. doi:https://doi.org/10.1136/jnnp-2012-302629
- Libeson, L., Downing, M., Ross, P., & Ponsford, J. (2018). The experience of return to work in individuals with traumatic brain injury (TBI): A qualitative study. Neuropsychological Rehabilitation, 1–18. doi:https://doi.org/10.1080/09602011.2018.1470987
- Lopes, L. A., Machado, V. P., Rabêlo, R. A. L., Fernandes, R. A. S., & Lima, B. V. A. (2016). Automatic labelling of clusters of discrete and continuous data with supervised machine learning. Knowledge-Based Systems, 106, 231–241. doi:https://doi.org/10.1016/j.knosys.2016.05.044
- Maclennan, D. L., & Maclennan, D. C. (2008). Assessing readiness for post-secondary education after traumatic brain injury using a simulated college experience. NeuroRehabilitation, 23(6), 521–528. doi:https://doi.org/10.3233/NRE-2008-23608
- Mani, K., Cater, B., & Hudlikar, A. (2017). Cognition and return to work after mild/moderate traumatic brain injury: A systematic review. Work, 58(1), 51–62. doi:https://doi.org/10.3233/WOR-172597
- Manoli, R., Chartaux-Danjou, L., Delecroix, H., Daveluy, W., & Moroni, C. (2018). Why evaluate one-week-delayed verbal recall in patients with severe traumatic brain injury? Brain Injury, 32(13–14), 1684–1689. doi:https://doi.org/10.1080/02699052.2018.1539245
- Manoli, R., Chartaux-Danjou, L., Mecheri, H., Delecroix, H., Noulhiane, M., & Moroni, C. (2018). Extension to one week of verbal memory consolidation assessment. Neuropsychology, 32(3), 366–373. doi:https://doi.org/10.1037/neu0000403
- Martin, R. (1972). Le test des commissions. Epreuve d’adaptation méthodique (2nd ed.). Bruxelles, Belgium: Editest.
- Mellon, L., Brewer, L., Hall, P., Horgan, F., Williams, D., & Hickey, A. (2015). Cognitive impairment six months after ischaemic stroke: A profile from the ASPIRE-S study. BMC Neurology, 15(1), 31. doi:https://doi.org/10.1186/s12883-015-0288-2
- Meyers, J., & Meyers, K. (1995). Rey complex figure and recognition trial: Professional manual. Odessa, FL: Psychological Assessment Resources.
- Mitchell, T.M. (1997). Machine learning. London, UK: McGraw-Hill.
- Ngwenya, L. B., Gardner, R. C., Yue, J. K., Burke, J. F., Ferguson, A. R., Huang, M. C., … Manley, G. T. (2018). Concordance of common data elements for assessment of subjective cognitive complaints after mild-traumatic brain injury: A TRACK-TBI Pilot Study. Brain Injury, 32(9), 1071–1078. doi:https://doi.org/10.1080/02699052.2018.1481527
- O’Connell, M. J. (2000). Prediction of return to work following traumatic brain injury: Intellectual, memory, and demographic variables. Rehabilitation Psychology, 45(2), 212–217. doi:https://doi.org/10.1037/0090-5550.45.2.212
- Passier, P. E. C. A., Visser-Meily, J. M. A., van Zandvoort, M. J. E., Post, M. W. M., Rinkel, G. J. E., & van Heugten, C. (2010). Prevalence and determinants of cognitive complaints after aneurysmal subarachnoid hemorrhage. Cerebrovascular Diseases, 29(6), 557–563. doi:https://doi.org/10.1159/000306642
- Riddoch, M.J., & Humphreys, G.W. (1993). BORB: Birmingham Object Recognition Battery. Milton: Taylor & Francis Group.
- Roussel, M., & Godefroy, O. (2008). La batterie GREFEX: Données normatives. In O. Godefroy & GREFEX (Eds.), Fonctions exécutives et pathologies neurologiques et psychiatriques (pp.231–252). Marseille, France: Solal.
- Ruet, A., Bayen, E., Jourdan, C., Pradat Diehl, P., & Azouvi, P. (2018). 8-year outcome after severe traumatic brain injury: Results from the Paris-TBI Study. Annals of Physical and Rehabilitation Medicine, 61, e38. doi:https://doi.org/10.1016/j.rehab.2018.05.084
- Russell, S., & Norvig, P. (2009). Artificial intelligence: A modern approach (3 ed.). Upper Saddle River, NJ: Pearson.
- Scaratti, C., Leonardi, M., Sattin, D., Schiavolin, S., Willems, M., & Raggi, A. (2017). Work-related difficulties in patients with traumatic brain injury: A systematic review on predictors and associated factors. Disability and Rehabilitation, 39(9), 847–855. doi:https://doi.org/10.3109/09638288.2016.1162854
- Schwab, K., Grafman, J., Salazar, A. M., & Kraft, J. (1993). Residual impairments and work status 15 years after penetrating head injury: Report from the Vietnam Head Injury Study. Neurology, 43(1 Part 1), 95–95. doi:https://doi.org/10.1212/WNL.43.1_Part_1.95
- Sigurdardottir, S., Andelic, N., Wehling, E., Anke, A., Skandsen, T., Holthe, O. O., … Roe, C. (2018). Return to work after severe traumatic brain injury: A national study with a one-year follow-up of neurocognitive and behavioural outcomes. Neuropsychological Rehabilitation, 1–17. doi:https://doi.org/10.1080/09602011.2018.1462719
- Singh, B., & Dubey, V. (2018). A review and analysis on knowledge discovery and data mining techniques. International Journal of Advanced Technology and Engineering Exploration, 5(41), 70–77. doi:https://doi.org/10.19101/IJATEE.2018.541006
- Stéfan, A., & Mathé, J.-F. (2016). What are the disruptive symptoms of behavioral disorders after traumatic brain injury? A systematic review leading to recommendations for good practices. Annals of Physical and Rehabilitation Medicine, 59(1), 5–17. doi:https://doi.org/10.1016/j.rehab.2015.11.002
- Taylor, C. A., Bell, J. M., Breiding, M. J., & Xu, L. (2017). Traumatic brain injury–related emergency department visits, hospitalizations, and deaths — United States, 2007 and 2013. MMWR. Surveillance Summaries, 66(9), 1–16. doi:https://doi.org/10.15585/mmwr.ss6609a1
- Tibæk, M., Kammersgaard, L. P., Johnsen, S. P., Dehlendorff, C., & Forchhammer, H. B. (2019). Long-term return to work after acquired brain injury in young danish adults: A nation-wide registry-based cohort study. Frontiers in Neurology, 9, 1180. doi:https://doi.org/10.3389/fneur.2018.01180
- Tombaugh, T. N. (2004). Trail making Test A and B: Normative data stratified by age and education. Archives of Clinical Neuropsychology, 19(2), 203–214. doi:https://doi.org/10.1016/S0887-6177(03)00039-8
- Torre, F. (2005). Globoost: Combinaisons de moindres généralisés. Revue D'intelligence Artificielle, 19(4–5), 769–797. doi:https://doi.org/10.3166/ria.19.769-797
- Torre, F. (2013). Volata. Retrieved from http://www.grappa.univ-lille3.fr/∼torre/Recherche/Softwares/volata/.
- Trahan, D. E., Ross, C. E., & Trahan, S. L. (2001). Relationships among postconcussional-type symptoms, depression, and anxiety in neurologically normal young adults and victims of mild brain injury. Archives of Clinical Neuropsychology, 16(5), 435–445. doi:https://doi.org/10.1016/S0887-6177(00)00051-2
- van der Kemp, J., Kruithof, W. J., Nijboer, T. C. W., van Bennekom, C. A. M., van Heugten, C., & Visser-Meily, J. M. A. (2019). Return to work after mild-to-moderate stroke: Work satisfaction and predictive factors. Neuropsychological Rehabilitation, 29(4), 638–653. doi:https://doi.org/10.1080/09602011.2017.1313746
- Van der Linden, M., Coyette, F., Poitrenaud, J., Kalafat, M., Calicis, F., Wyns, C., & Adam, S. (2004). L’épreuve de rappel libre/rappel indicé à 16 items (RL/RI-16). In: M. Van der Linden (ed). L’évaluation des troubles de la mémoire: Présentation de quatre tests de mémoire épisodique avec leur étalonnage. Marseille, France: Solal.
- van Rijsbergen, M. W. A., Mark, R. E., de Kort, P. L. M., & Sitskoorn, M. M. (2014). Subjective cognitive complaints after stroke: A systematic review. Journal of Stroke and Cerebrovascular Diseases, 23(3), 408–420. doi:https://doi.org/10.1016/j.jstrokecerebrovasdis.2013.05.003
- Weakley, A., Williams, J. A., Schmitter-Edgecombe, M., & Cook, D. J. (2015). Neuropsychological test selection for cognitive impairment classification: A machine learning approach. Journal of Clinical and Experimental Neuropsychology, 37(9), 899–916. doi:https://doi.org/10.1080/13803395.2015.1067290
- Wechsler, D. (1987). Wechsler Memory Scale—Revised. New York: Psychological Corporation.
- Wechsler, D. (2000). WAIS-III: Echelle d’intelligence pour adultes (3rd ed.). Paris, France: Editions du centre de psychologie.
- Wechsler, D. (2001). MEM-III: Echelle clinique de mémoire (3rd ed.). Paris, France: Editions du Centre de Psychologie.
- Wilson, T., Martins, O., Efrosman, M., DiSabatino, V., Benbrahim, B. M., & Patterson, K. K. (2018). Physiotherapy practice patterns in gait rehabilitation for adults with acquired brain injury. Brain Injury, 33(3), 333–348. doi:https://doi.org/10.1080/02699052.2018.1553067
- World Medical Association. (2013). World Medical Association Declaration of Helsinki: Ethical principles for medical research involving human subjects. JAMA, 310(20), 2191–2194. doi:https://doi.org/10.1001/jama.2013.281053
- Winardi, W., Kwan, A.-L., Wang, T.-L., Su, Y.-F., Yen, C.-P., Tsai, H.-P., … Su, C.-Y. (2014). Predictors of memory and processing speed dysfunctions after traumatic brain injury. BioMed Research International, 2014, 1–7. doi:https://doi.org/10.1155/2014/129796
- Yeates, G., Rowberry, M., Dunne, S., Goshawk, M., Mahadevan, M., Tyerman, R., … Tyerman, A. (2016). Social cognition and executive functioning predictors of supervisors’ appraisal of interpersonal behaviour in the workplace following acquired brain injury. NeuroRehabilitation, 38(3), 299–310. doi:https://doi.org/10.3233/NRE-161321
- Zakzanis, K. K., Grimes, K. M., Uzzaman, S., & Schmuckler, M. A. (2016). Prospection and its relationship to instrumental activities of daily living in patients with mild traumatic brain injury with cognitive impairment. Brain Injury, 30(8), 986–992. doi:https://doi.org/10.3109/02699052.2016.1147077
- Zhang, Y., Chapman, A.-M., Plested, M., Jackson, D., & Purroy, F. (2012). The incidence, prevalence, and mortality of stroke in France, Germany, Italy, Spain, the UK, and the US: A literature review. Stroke Research and Treatment, 2012, 1–11. doi:https://doi.org/10.1155/2012/436125
- Zimmermann, P., & Fimm, B. (2002). A test battery for attentional performance (Chapter 4). In M. Leclercq & P. Zimmermann (Eds.), Applied neuropsychology of attention: Theory, diagnosis and rehabilitation (pp.110–151). Abingdon, UK: Psychology Press, Taylor and Francis Group.