Brain-computer interfaces and communication in paralysis: extinction of goal directed thinking in completely paralysed patients?
Open accessAbstract
Objective To investigate the relationship between physical impairment and brain-computer interface (BCI) performance.Method We present a meta-analysis of 29 patients with amyotrophic lateral sclerosis and six patients with other severe neurological diseases in different stages of physical impairment who were trained with a BCI. In most cases voluntary regulation of slow cortical potentials has been used as input signal for BCI-control. More recently sensorimotor rhythms and the P300 event-related brain potential were recorded.Results A strong correlation has been found between physical impairment and BCI performance, indicating that performance worsens as impairment increases. Seven patients were in the complete locked-in state (CLIS) with no communication possible. After removal of these patients from the analysis, the relationship between physical impairment and BCI performance disappeared. The lack of a relation between physical impairment and BCI performance was confirmed when adding BCI data of patients from other BCI research groups.Conclusions Basic communication (yes/no) was not restored in any of the CLIS patients with a BCI. Whether locked-in patients can transfer learned brain control to the CLIS remains an open empirical question.Significance Voluntary brain regulation for communication is possible in all stages of paralysis except the CLIS.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
Works where users acquired BCI control, in able-bodied and end-user populations, do not report any learning metric over time.
“Firstly, works where users acquired BCI control (able-bodied [3,25] and end-users [40,41,51,62,63]) do not report any learning metric over time.”
From The Cybathlon BCI race: Successful longitudinal mutual learning with two tetraplegic users (2018) · cites this paper as [62]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Experimental Design: Procedures for the Behavioral Sciences
Kirk, R. (2013) · doi:10.4135/9781483384733 · Cited by 8,539 · see citing works
Electroencephalography—Basic principles, clinical applications and related fields
(1982) · Journal of the Autonomic Nervous System · doi:10.1016/0165-1838(82)90067-4 · Cited by 3,449 · see citing works
Neuronal ensemble control of prosthetic devices by a human with tetraplegia
Hochberg, L. R., Serruya, M. D., Friehs, G. M., Mukand, J. A., Saleh, M., Caplan, A. H., Branner, A., Chen, D., Penn, R. D., & Donoghue, J. P. (2006) · Nature · doi:10.1038/nature04970 · Cited by 3,295 · see citing works
Farwell, L. A., & Donchin, E. (1988) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(88)90149-6 · Cited by 3,228 · see citing works
Brain-computer interface technology: a review of the first international meeting
Wolpaw, J. R., Birbaumer, N., Heetderks, W., McFarland, D. J., Peckham, P. H., Schalk, G., Donchin, E., Quatrano, L. A., Robinson, C. J., & Vaughan, T. M. (2000) · IEEE Transactions on Rehabilitation Engineering · doi:10.1109/tre.2000.847807 · Cited by 2,322 · see citing works
Self-citationDetecting awareness in the vegetative state
Owen, A. M., Coleman, M. R., Boly, M., Davis, M. H., Laureys, S., & Pickard, J. D. (2006) · Science · doi:10.1126/science.1130197 · Cited by 1,978 · see citing works
A spelling device for the paralysed
Birbaumer, N., Ghanayim, N., Hinterberger, T., Iversen, I., Kotchoubey, B., Kübler, A., Perelmouter, J., Taub, E., & Flor, H. (1999) · Nature · doi:10.1038/18581 · Cited by 1,577 · see citing works
Self-citationControl of a two-dimensional movement signal by a noninvasive brain-computer interface in humans
Wolpaw, J. R., & McFarland, D. J. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0403504101 · Cited by 1,512 · see citing works
Embree, L., & James, W. (1983) · Philosophy and Phenomenological Research · doi:10.2307/2107586 · Cited by 1,121 · see citing works
Slow potentials of the cerebral cortex and behavior.
Birbaumer, N., Elbert, T. R., Canavan, A. G. M., & Rockstroh, B. S. (1990) · Physiological Reviews · doi:10.1152/physrev.1990.70.1.1 · Cited by 1,099 · see citing works
Self-citationBrain function in coma, vegetative state, and related disorders
Laureys, S., Owen, A. M., & Schiff, N. D. (2004) · The Lancet Neurology · doi:10.1016/s1474-4422(04)00852-x · Cited by 1,033 · see citing works
An efficient P300-based brain–computer interface for disabled subjects
Hoffmann, U., Vesin, J.-M., Ebrahimi, T., & Diserens, K. (2008) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2007.03.005 · Cited by 859 · see citing works
Experimental Design: Procedures for the Behavioral Sciences
Hedayat, A., & Kirk, R. E. (1970) · Biometrics · doi:10.2307/2529119 · Cited by 828 · see citing works
Pfurtscheller, G., & Aranibar, A. (1979) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(79)90063-4 · Cited by 758 · cited 1× · see citing works
“SMR decreases or desynchronizes with movement, preparation for movement or movement imagery and increases or synchronizes in the post-movement period or during motor quiescence (Pfurtscheller and Aranibar, 1979).”
BackgroundBreaking the silence: Brain-computer interfaces (BCI) for communication and motor control
Birbaumer, N. (2006) · Psychophysiology · doi:10.1111/j.1469-8986.2006.00456.x · Cited by 722 · see citing works
Self-citationLearning of Visceral and Glandular Responses
Miller, N. E. (1969) · Science · doi:10.1126/science.163.3866.434 · Cited by 719 · see citing works
A P300-based brain–computer interface: Initial tests by ALS patients
Sellers, E. W., & Donchin, E. (2006) · Clinical Neurophysiology · doi:10.1016/j.clinph.2005.06.027 · Cited by 713 · see citing works
A P300-based brain–computer interface for people with amyotrophic lateral sclerosis
Nijboer, F., Sellers, E. W., Mellinger, J., Jordan, M. A., Matuz, T., Furdea, A., Halder, S., Mochty, U., Krusienski, D. J., Vaughan, T. M., et al. (2008) · Clinical Neurophysiology · doi:10.1016/j.clinph.2008.03.034 · Cited by 633 · see citing works
Self-citationPfurtscheller, G., Müller, G. R., Pfurtscheller, J., Gerner, H. J., & Rupp, R. (2003) · Neuroscience Letters · doi:10.1016/s0304-3940(03)00947-9 · Cited by 548 · see citing works
Patients with ALS can use sensorimotor rhythms to operate a brain-computer interface
Kübler, A., Nijboer, F., Mellinger, J., Vaughan, T. M., Pawelzik, H., Schalk, G., McFarland, D. J., Birbaumer, N., & Wolpaw, J. R. (2005) · Neurology · doi:10.1212/01.wnl.0000158616.43002.6d · Cited by 539 · see citing works
Self-citationEEG-based neuroprosthesis control: A step towards clinical practice
Müller-Putz, G. R., Scherer, R., Pfurtscheller, G., & Rupp, R. (2005) · Neuroscience Letters · doi:10.1016/j.neulet.2005.03.021 · Cited by 477 · see citing works
Brain oscillations control hand orthosis in a tetraplegic
Pfurtscheller, G., Guger, C., Müller, G., Krausz, G., & Neuper, C. (2000) · Neuroscience Letters · doi:10.1016/s0304-3940(00)01471-3 · Cited by 472 · see citing works
An auditory brain–computer interface (BCI)
Nijboer, F., Furdea, A., Gunst, I., Mellinger, J., McFarland, D. J., Birbaumer, N., & Kübler, A. (2007) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2007.02.009 · Cited by 405 · see citing works
Self-citationFabiani, M., Gratton, G., Karis, D., & Donchin, E. (1987) · Digital Commons - University of South Florida (University of South Florida) · Cited by 376 · see citing works
Brain-computer communication: Self-regulation of slow cortical potentials for verbal communication
Kübler, A., Neumann, N., Kaiser, J., Kotchoubey, B., Hinterberger, T., & Birbaumer, N. (2001) · Archives of Physical Medicine and Rehabilitation · doi:10.1053/apmr.2001.26621 · Cited by 351 · see citing works
Self-citationPiccione, F., Giorgi, F., Tonin, P., Priftis, K., Giove, S., Silvoni, S., Palmas, G., & Beverina, F. (2006) · Clinical Neurophysiology · doi:10.1016/j.clinph.2005.07.024 · Cited by 327 · see citing works
Neuper, C., Müller, G. R., Kübler, A., Birbaumer, N., & Pfurtscheller, G. (2003) · Clinical Neurophysiology · doi:10.1016/s1388-2457(02)00387-5 · Cited by 317 · see citing works
Self-citationKotchoubey, B., Lang, S., Mezger, G., Schmalohr, D., Schneck, M., Semmler, A.-L., Bostanov, V., & Birbaumer, N. (2005) · Clinical Neurophysiology · doi:10.1016/j.clinph.2005.03.028 · Cited by 317 · see citing works
Self-citationKübler, A., Kotchoubey, B., Hinterberger, T., Ghanayim, N., Perelmouter, J., Schauer, M., Fritsch, C., Taub, E., & Birbaumer, N. (1999) · Experimental Brain Research · doi:10.1007/s002210050617 · Cited by 297 · see citing works
Self-citationBrain–computer interface (BCI) operation: optimizing information transfer rates
McFarland, D. J., Sarnacki, W. A., & Wolpaw, J. R. (2003) · Biological Psychology · doi:10.1016/s0301-0511(03)00073-5 · Cited by 247 · see citing works
Predictability of Brain-Computer Communication
Kübler, A., Neumann, N., Wilhelm, B., Hinterberger, T., & Birbaumer, N. (2004) · Journal of Psychophysiology · doi:10.1027/0269-8803.18.23.121 · Cited by 171 · see citing works
Self-citationSellers, E. W., Kübler, A., & Donchin, E. (2006) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2006.875580 · Cited by 160 · see citing works
Self-citationBrain-computer interface (BCI) operation: signal and noise during early training sessions
McFarland, D. J., Sarnacki, W. A., Vaughan, T. M., & Wolpaw, J. R. (2004) · Clinical Neurophysiology · doi:10.1016/j.clinph.2004.07.004 · Cited by 144 · see citing works
A binary spelling interface with random errors
Perelmouter, J., & Birbaumer, N. (2000) · IEEE Transactions on Rehabilitation Engineering · doi:10.1109/86.847824 · Cited by 124 · see citing works
Self-citationHill, N. J., Lal, T., Schroder, M., Hinterberger, T., Wilhelm, B., Nijboer, F., Mochty, U., Widman, G., Elger, C. E., Schölkopf, B., et al. (2006) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2006.875548 · Cited by 119 · see citing works
Self-citationIs there a Mind? Electrophysiology of Unconscious Patients
Kotchoubey, B., Lang, S., Bostanov, V., & Birbaumer, N. (2002) · Physiology · doi:10.1152/physiologyonline.2002.17.1.38 · Cited by 104 · see citing works
Self-citationPredictors of successful self control during brain-computer communication
Neumann, N. (2003) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.74.8.1117 · Cited by 100 · see citing works
EEG and MEG brain-computer interface for tetraplegic patients
Kauhanen, L., Nykopp, T., Lehtonen, J., Jylänki, P., Heikkonen, J., Rantanen, P., Alaranta, H., & Sams, M. E. (2006) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2006.875546 · Cited by 94 · see citing works
Critical Decision-Speed and Information Transfer in the “Graz Brain–Computer Interface”
Krausz, G., Scherer, R., Korisek, G., & Pfurtscheller, G. (2003) · Applied Psychophysiology and Biofeedback · doi:10.1023/a:1024637331493 · Cited by 90 · see citing works
Conscious perception of brain states: mental strategies for brain–computer communication
Neumann, N., Kübler, A., Kaiser, J., Hinterberger, T., & Birbaumer, N. (2003) · Neuropsychologia · doi:10.1016/s0028-3932(02)00298-1 · Cited by 90 · see citing works
Self-citationCognitive processing in completely paralyzed patients with amyotrophic lateral sclerosis
Kotchoubey, B., Lang, S., Winter, S. M., & Birbaumer, N. (2003) · European Journal of Neurology · doi:10.1046/j.1468-1331.2003.00647.x · Cited by 86 · see citing works
Self-citationAnswering questions with an electroencephalogram-based brain-computer interface
Miner, L. A., McFarland, D. J., & Wolpaw, J. R. (1998) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/s0003-9993(98)90165-4 · Cited by 85 · see citing works
Timing of EEG-Based Cursor Control
Wolpaw, J. R., Flotzinger, D., Pfurtscheller, G., & McFarland, D. J. (1997) · Journal of Clinical Neurophysiology · doi:10.1097/00004691-199711000-00010 · Cited by 57 · see citing works
Failure to replicate visceral learning in the acute curarized rat preparation.
Dworkin, B. R., & Miller, N. E. (1986) · Behavioral Neuroscience · doi:10.1037//0735-7044.100.3.299 · Cited by 50 · see citing works
Failure to replicate visceral learning in the acute curarized rat preparation.
Dworkin, B. R., & Miller, N. E. (1986) · Behavioral Neuroscience · doi:10.1037/0735-7044.100.3.299 · Cited by 50 · see citing works
Self-regulation of slow cortical potentials in completely paralyzed human patients
Kuebler, A., Kotchoubey, B., Salzmann, H.-P., Ghanayim, N., Perelmouter, J., Hömberg, V., & Birbaumer, N. (1998) · Neuroscience Letters · doi:10.1016/s0304-3940(98)00570-9 · Cited by 46 · see citing works
Self-citationAssessment of cognitive function and communication ability in a completely locked-in patient
Hinterberger, T., Birbaumer, N., & Flor, H. (2005) · Neurology · doi:10.1212/01.wnl.0000156910.32995.f4 · Cited by 41 · see citing works
Self-citationGraz Brain-Computer Interface (BCI) II
Kalcher, J., Flotzinger, D., Gölly, S., Neuper, C., & Pfurtscheller, G. (1994) · Lecture notes in computer science · doi:10.1007/3-540-58476-5_121 · Cited by 38 · see citing works
Cortical processing in Guillain-Barr� syndrome after years of total immobility
Kotchoubey, B., Lang, S., Bostanov, V., & Birbaumer, N. (2003) · Journal of Neurology · doi:10.1007/s00415-003-0132-2 · Cited by 16 · see citing works
Self-citationGrußwort zur 38. Jahrestagung der Deutschen Gesellschaft für Biomedizinische Technik im VDE (DGBMT)
Günter, H., & Hoppe, U. (2004) · Biomedizinische Technik/Biomedical Engineering · doi:10.1515/bmt.2004.042 · Cited by 4 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- [4]Choularton S Dale R User responses to speech recognition errors: consistency of behaviour across domains 10th Australian International Conference on Speech Science & Technology Macquire University, Sydney Australia Australian Speech Science & Technology Association Inc. 2004
Cited by
Sorted by citations
Brain Computer Interfaces, a Review
Nicolas-Alonso, L. F., & Gomez-Gil, J. (2012) · Sensors · doi:10.3390/s120201211 · Cited by 2,143 · see citing works
Brain–computer interfaces for communication and rehabilitation
Chaudhary, U., Birbaumer, N., & Ramos-Murguialday, A. (2016) · Nature Reviews Neurology · doi:10.1038/nrneurol.2016.113 · Cited by 928 · see citing works
Self-citationCortical activity during motor execution, motor imagery, and imagery-based online feedback
Miller, K. J., Schalk, G., Fetz, E. E., den Nijs, M., Ojemann, J. G., & Rao, R. P. N. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0913697107 · Cited by 622 · see citing works
Clinical Applications of Brain-Computer Interfaces: Current State and Future Prospects
Mak, J. N., & Wolpaw, J. R. (2009) · IEEE Reviews in Biomedical Engineering · doi:10.1109/rbme.2009.2035356 · Cited by 513 · see citing works
Real-time fMRI neurofeedback: Progress and challenges
Sulzer, J., Haller, S., Scharnowski, F., Weiskopf, N., Birbaumer, N., Blefari, M. L., Bruehl, A. B., Cohen, L. G., deCharms, R. C., Gassert, R., et al. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.03.033 · Cited by 453 · see citing works
Self-citationAllison, B. Z., & Neuper, C. (2010) · Human-computer interaction series · doi:10.1007/978-1-84996-272-8_3 · Cited by 357 · see citing works
Lazarou, I., Nikolopoulos, S., Petrantonakis, P. C., Kompatsiaris, I. Y., & Tsolaki, M. (2018) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2018.00014 · Cited by 340 · see citing works
Käthner, I., Wriessnegger, S. C., Muller-Putz, G. R., Kübler, A., & Halder, S. (2014) · Biological Psychology · doi:10.1016/j.biopsycho.2014.07.014 · Cited by 332 · see citing works
Self-citationThe brain–computer interface cycle
van Gerven, M. A. J., Farquhar, J. D. R., Schaefer, R. S., Vlek, R. J., Geuze, J., Nijholt, A., Ramsey, N. F., Haselager, P., Vuurpijl, L. G., Gielen, S. C. A. M., et al. (2009) · Journal of Neural Engineering · doi:10.1088/1741-2560/6/4/041001 · Cited by 328 · see citing works
An auditory oddball (P300) spelling system for brain‐computer interfaces
Furdea, A., Halder, S., Krusienski, D. J., Bross, D., Nijboer, F., Birbaumer, N., & Kübler, A. (2009) · Psychophysiology · doi:10.1111/j.1469-8986.2008.00783.x · Cited by 326 · see citing works
Self-citationNijboer (2010) · Frontiers in Neuroscience · doi:10.3389/fnins.2010.00055 · Cited by 323 · see citing works
Brain–Computer Interfaces: A Gentle Introduction
Graimann, B., Allison, B. Z., & Pfurtscheller, G. (2009) · The frontiers collection · doi:10.1007/978-3-642-02091-9_1 · Cited by 322 · see citing works
Kübler, A., Furdea, A., Halder, S., Hammer, E. M., Nijboer, F., & Kotchoubey, B. (2009) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2008.04122.x · Cited by 304 · see citing works
Self-citationFlashing characters with famous faces improves ERP-based brain–computer interface performance
Kaufmann, T., Schulz, S. M., Grünzinger, C., & Kübler, A. (2011) · Journal of Neural Engineering · doi:10.1088/1741-2560/8/5/056016 · Cited by 302 · see citing works
Self-citationToward a hybrid brain–computer interface based on imagined movement and visual attention
Allison, B. Z., Brunner, C., Kaiser, V., Muller-Putz, G. R., Neuper, C., & Pfurtscheller, G. (2010) · Journal of Neural Engineering · doi:10.1088/1741-2560/7/2/026007 · Cited by 294 · see citing works
Trends in EEG-BCI for daily-life: Requirements for artifact removal
Minguillón, J., López-Gordo, M. A., & Pelayo, F. J. (2016) · Biomedical Signal Processing and Control · doi:10.1016/j.bspc.2016.09.005 · Cited by 291 · see citing works
Brain–computer interface in paralysis
Birbaumer, N., Ramos‐Murguialday, A., & Cohen, L. G. (2008) · Current Opinion in Neurology · doi:10.1097/wco.0b013e328315ee2d · Cited by 275 · see citing works
Self-citationElectroencephalographic Motor Imagery Brain Connectivity Analysis for BCI: A Review
Hamedi, M., Salleh, S.-H., & Noor, A. M. (2016) · Neural Computation · doi:10.1162/neco_a_00838 · Cited by 238 · see citing works
Brain–computer interface–based communication in the completely locked-in State
Chaudhary, U., Xia, B., Silvoni, S., Cohen, L. G., & Birbaumer, N. (2017) · PLOS Biology · doi:10.1371/journal.pbio.1002593 · Cited by 235 · see citing works
Self-citationRetractedLearned regulation of brain metabolism
Birbaumer, N., Ruíz, S., & Sitaram, R. (2013) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2013.04.009 · Cited by 227 · see citing works
Self-citationBrain-Computer Interface in Stroke: A Review of Progress
Silvoni, S., Ramos‐Murguialday, A., Cavinato, M., Volpato, C., Cisotto, G., Turolla, A., Piccione, F., & Birbaumer, N. (2011) · Clinical EEG and Neuroscience · doi:10.1177/155005941104200410 · Cited by 225 · see citing works
Self-citationSimultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset
Shin, J., von Lühmann, A., Kim, D.-W., Mehnert, J., Hwang, H.-J., & Müller, K. (2018) · Scientific Data · doi:10.1038/sdata.2018.3 · Cited by 218 · see citing works
Hramov, A. E., Maksimenko, V., & Pisarchik, A. N. (2021) · Physics Reports · doi:10.1016/j.physrep.2021.03.002 · Cited by 218 · see citing works
Brain-computer interface technologies: from signal to action
Ortiz-Rosario, A., & Adeli, H. (2013) · Reviews in the Neurosciences · doi:10.1515/revneuro-2013-0032 · Cited by 212 · see citing works
Jeon, Y., Nam, C. S., Kim, Y., & Whang, M. C. (2011) · International Journal of Industrial Ergonomics · doi:10.1016/j.ergon.2011.03.005 · Cited by 197 · see citing works
Mak, J. N., Arbel, Y., Minett, J. W., McCane, L. M., Yuksel, B. F., Ryan, D. B., Thompson, D. E., Bianchi, L., & Deniz Erdogmus, B. (2011) · Journal of Neural Engineering · doi:10.1088/1741-2560/8/2/025003 · Cited by 195 · see citing works
Lulé, D. E., Noirhomme, Q., Kleih, S. C., Chatelle, C., Halder, S., Athena Demertzi, A., Bruno, M., Gosseries, O., Vanhaudenhuyse, A., Caroline Schnakers, A., et al. (2012) · Clinical Neurophysiology · doi:10.1016/j.clinph.2012.04.030 · Cited by 191 · see citing works
Self-citationHuang, H., Xie, Q.-Y., Pan, J.-H., He, Y.-B., Wen, Z., Yu, R.-H., & Li, Y.-Q. (2019) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2019.2901456 · Cited by 160 · see citing works
Transition from the locked in to the completely locked-in state: A physiological analysis
Ramos‐Murguialday, A., Hill, J., Bensch, M., Martens, S., Halder, S., Nijboer, F., Schölkopf, B., Birbaumer, N., & Gharabaghi, A. (2010) · Clinical Neurophysiology · doi:10.1016/j.clinph.2010.08.019 · Cited by 184 · see citing works
Self-citationAn auditory oddball brain–computer interface for binary choices
Halder, S., Rea, M., Andreoni, R., Nijboer, F., Hammer, E. M., Kleih, S. C., Birbaumer, N., & Kübler, A. (2010) · Clinical Neurophysiology · doi:10.1016/j.clinph.2009.11.087 · Cited by 182 · see citing works
Self-citationMugler, E. M., Ruf, C. A., Halder, S., Bensch, M., & Kübler, A. (2010) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2010.2068059 · Cited by 181 · see citing works
Self-citationHolz, E. M., Botrel, L., Kaufmann, T., & Kübler, A. (2015) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2014.03.035 · Cited by 171 · see citing works
Self-citationMuenssinger, J., Halder, S., Kleih, S. C., Furdea, A., Raco, V., Hösle, A., & Kübler, A. (2010) · Frontiers in Neuroscience · doi:10.3389/fnins.2010.00182 · Cited by 175 · see citing works
Self-citationBrain–computer interfaces: the innovative key to unlocking neurological conditions
Zhang, H., Jiao, L., Yang, S., Li, H., Jiang, X., Feng, J., Zou, S., Xu, Q., Gu, J., Wang, X., et al. (2024) · International Journal of Surgery · doi:10.1097/js9.0000000000002022 · Cited by 173 · see citing works
The Cybathlon BCI race: Successful longitudinal mutual learning with two tetraplegic users
Perdikis, S., Tonin, L., Saeedi, S., Schneider, C., & Millán, J. D. R. (2018) · PLOS Biology · doi:10.1371/journal.pbio.2003787 · Cited by 166 · see citing works
Leeb, R., Perdikis, S., Tonin, L., Biasiucci, A., Tavella, M., Creatura, M., Molina, A., Al-Khodairy, A., Carlson, T., & Millán, J. D. R. (2013) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2013.08.004 · Cited by 166 · see citing works
Onose, G., Grozea, C., Anghelescu, A., Daia, C. O., Sinescu, C. J., Ciurea, A. V., Spircu, T., Mirea, A., Andone, I., Spînu, A., et al. (2012) · Spinal Cord · doi:10.1038/sc.2012.14 · Cited by 169 · see citing works
Moghimi, S., Kushki, A., Guerguerian, A. M., & Chau, T. T. (2012) · Assistive Technology · doi:10.1080/10400435.2012.723298 · Cited by 165 · see citing works
Witte, M., Kober, S. E., Ninaus, M., Neuper, C., & Wood, G. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00478 · Cited by 166 · see citing works
A High Performance Spelling System based on EEG-EOG Signals With Visual Feedback
Lee, M.-H., Williamson, J., Won, D.-O., Fazli, S., & Lee, S. (2018) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2018.2839116 · Cited by 165 · see citing works
Kaufmann, T., Schulz, S. M., Köblitz, A., Renner, G., Wessig, C., & Kübler, A. (2012) · Clinical Neurophysiology · doi:10.1016/j.clinph.2012.11.006 · Cited by 154 · see citing works
Self-citationChapter 8 Neurofeedback and Brain–Computer Interface
Birbaumer, N., Ramos‐Murguialday, A., Weber, C., & Montoya, P. (2009) · International review of neurobiology · doi:10.1016/s0074-7742(09)86008-x · Cited by 151 · see citing works
Self-citationPower, S., Kushki, A., & Chau, T. T. (2011) · Journal of Neural Engineering · doi:10.1088/1741-2560/8/6/066004 · Cited by 151 · see citing works
Application of BCI systems in neurorehabilitation: a scoping review
Bamdad, M., Zarshenas, H., & Auais, M. A. (2015) · Disability and Rehabilitation Assistive Technology · doi:10.3109/17483107.2014.961569 · Cited by 150 · see citing works
Non-invasive control interfaces for intention detection in active movement-assistive devices
Lobo-Prat, J., Kooren, P. N., Stienen, A. H. A., Herder, J. L., Koopman, H. F. J. M., & Veltink, P. H. (2014) · Journal of NeuroEngineering and Rehabilitation · doi:10.1186/1743-0003-11-168 · Cited by 150 · see citing works
On the Foundations of NeuroIS: Reflections on the Gmunden Retreat 2009
Riedl, R., Banker, R. D., Benbasat, I., Davis, F. D., Dennis, A. R., Dimoka, A., Gefen, D., Gupta, A., Ischebeck, A. K., Kenning, P. H., et al. (2010) · Communications of the Association for Information Systems · doi:10.17705/1cais.02715 · Cited by 149 · see citing works
McCane, L. M., Heckman, S. M., McFarland, D. J., Townsend, G., Mak, J. N., Sellers, E. W., Zeitlin, D., Tenteromano, L. M., Wolpaw, J. R., & Vaughan, T. M. (2015) · Clinical Neurophysiology · doi:10.1016/j.clinph.2015.01.013 · Cited by 141 · see citing works
Chaudhary, U., VLACHOS, I. K., Zimmermann, J. B., Espinosa, A., Tonin, A., Jaramillo-Gonzalez, A., Khalili‐Ardali, M., Topka, H. R., Lehmberg, J., Friehs, G. M., et al. (2022) · Nature Communications · doi:10.1038/s41467-022-28859-8 · Cited by 141 · see citing works
Self-citationNoninvasive brain-computer interface enables communication after brainstem stroke
Sellers, E. W., Ryan, D. B., & Hauser, C. K. (2014) · Science Translational Medicine · doi:10.1126/scitranslmed.3007801 · Cited by 140 · see citing works
Brain–computer interfaces for communication with nonresponsive patients
Naçi, L., Monti, M. M., Cruse, D., Kübler, A., Sorger, B., Goebel, R., Kotchoubey, B., & Owen, A. M. (2012) · Annals of Neurology · doi:10.1002/ana.23656 · Cited by 139 · see citing works
Self-citationBrain-Computer Interface for Clinical Purposes: Cognitive Assessment and Rehabilitation
Carelli, L., Solca, F., Faini, A., Meriggi, P., Sangalli, D., Cipresso, P., Riva, G., Ticozzi, N., Ciammola, A., Silani, V., et al. (2017) · BioMed Research International · doi:10.1155/2017/1695290 · Cited by 139 · see citing works
Stable long-term BCI-enabled communication in ALS and locked-in syndrome using LFP signals
Milekovic, T., Sarma, A. A., Bacher, D., Simeral, J. D., Saab, J., Pandarinath, C., Sorice, B. L., Blabe, C. H., Oakley, E. M., Tringale, K. R., et al. (2018) · Journal of Neurophysiology · doi:10.1152/jn.00493.2017 · Cited by 142 · see citing works
The Asilomar Survey: Stakeholders’ Opinions on Ethical Issues Related to Brain-Computer Interfacing
Nijboer, F., Clausen, J., Allison, B. Z., & Haselager, P. (2011) · Neuroethics · doi:10.1007/s12152-011-9132-6 · Cited by 135 · see citing works
Rapid Communication with a “P300” Matrix Speller Using Electrocorticographic Signals (ECoG)
Brunner, P., Ritaccio, A. L., Emrich, J. F., Bischof, H., & Schalk, G. (2011) · Frontiers in Neuroscience · doi:10.3389/fnins.2011.00005 · Cited by 133 · see citing works
A Telepresence Mobile Robot Controlled With a Noninvasive Brain–Computer Interface
Escolano, C., Antelis, J. M., & Mínguez, J. (2011) · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · doi:10.1109/tsmcb.2011.2177968 · Cited by 130 · see citing works
An independent SSVEP-based brain–computer interface in locked-in syndrome
Lesenfants, D., Habbal, D., Lugo, Z., LeBeau, M., Horki, P., Amico, E., Pokorny, C., Gómez, F. A., Soddu, A., Muller-Putz, G. R., et al. (2014) · Journal of Neural Engineering · doi:10.1088/1741-2560/11/3/035002 · Cited by 127 · see citing works
An independent brain–computer interface using covert non-spatial visual selective attention
Zhang, D., Maÿe, A., Gao, X., Hong, B., Engel, A. K., & Gao, S. (2010) · Journal of Neural Engineering · doi:10.1088/1741-2560/7/1/016010 · Cited by 127 · see citing works
Spüler, M., Bensch, M., Kleih, S., Rosenstiel, W., Bogdan, M., & Kübler, A. (2012) · Clinical Neurophysiology · doi:10.1016/j.clinph.2011.11.082 · Cited by 144 · see citing works
Self-citationLi, Y., Pan, J., Long, J., Yu, T., Wang, F., Yu, Z., & Wu, W. (2016) · Proceedings of the IEEE · doi:10.1109/jproc.2015.2469106 · Cited by 117 · see citing works
Noirhomme, Q., Lesenfants, D., Gómez, F. A., Soddu, A., Schrouff, J., Garraux, G., Luxen, A., Phillips, C. L. M., & Laureys, S. (2014) · NeuroImage Clinical · doi:10.1016/j.nicl.2014.04.004 · Cited by 115 · see citing works
Brain-Machine Interface (BMI) in paralysis
Chaudhary, U., Birbaumer, N., & Curado, M. R. (2015) · Annals of Physical and Rehabilitation Medicine · doi:10.1016/j.rehab.2014.11.002 · Cited by 112 · see citing works
Self-citationDeveloping a Novel Tactile P300 Brain-Computer Interface With a Cheeks-Stim Paradigm
Jin, J., Chen, Z., Xu, R., Miao, Y., Wang, X., & Jung, T. (2020) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2020.2965178 · Cited by 114 · see citing works
Holz, E. M., Höhne, J., Staiger-Sälzer, P., Tangermann, M., & Kübler, A. (2013) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2013.08.001 · Cited by 111 · see citing works
Self-citationImproved signal processing approaches in an offline simulation of a hybrid brain–computer interface
Brunner, C., Allison, B. Z., Krusienski, D. J., Kaiser, V., Muller-Putz, G. R., Pfurtscheller, G., & Neuper, C. (2010) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2010.02.002 · Cited by 112 · see citing works
Pan, J., Xie, Q., He, Y., Wang, F., Di, H., Laureys, S., Yu, R., & Li, Y. (2014) · Journal of Neural Engineering · doi:10.1088/1741-2560/11/5/056007 · Cited by 112 · see citing works
Kübler, A. (2019) · Neuroethics · doi:10.1007/s12152-019-09409-4 · Cited by 109 · see citing works
Self-citationPrediction of brain-computer interface aptitude from individual brain structure
Halder, S., Várkuti, B., Bogdan, M., Kübler, A., Rosenstiel, W., Sitaram, R., & Birbaumer, N. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00105 · Cited by 103 · see citing works
Self-citationPires, G., Nunes, U., & Castelo-Branco, M. S. (2012) · Clinical Neurophysiology · doi:10.1016/j.clinph.2011.10.040 · Cited by 103 · see citing works
On the control of brain-computer interfaces by users with cerebral palsy
Daly, I. P., Billinger, M., Laparra-Hernández, J., Fabio Aloise, A., García, M. L., Faller, J., Scherer, R., & Muller-Putz, G. R. (2013) · Clinical Neurophysiology · doi:10.1016/j.clinph.2013.02.118 · Cited by 102 · see citing works
Brain computer interface control via functional connectivity dynamics
Daly, I. P., Nasuto, S. J., & Warwick, K. (2011) · Pattern Recognition · doi:10.1016/j.patcog.2011.04.034 · Cited by 102 · see citing works
Noninvasive Brain–Computer Interfaces for Augmentative and Alternative Communication
Akçakaya, M., Peters, B., Moghadamfalahi, M., Mooney, A. R., Orhan, U., Oken, B., Deniz Erdogmus, B., & Fried-Oken, M. B. (2014) · IEEE Reviews in Biomedical Engineering · doi:10.1109/rbme.2013.2295097 · Cited by 102 · see citing works
Assisted navigation for a brain-actuated intelligent wheelchair
Lopes, A., Pires, G., & Nunes, U. (2012) · Robotics and Autonomous Systems · doi:10.1016/j.robot.2012.11.002 · Cited by 100 · see citing works
Brain–Computer Interfaces for Multimodal Interaction: A Survey and Principles
Gürkök, H., & Nijholt, A. (2012) · International journal of human computer interactions · doi:10.1080/10447318.2011.582022 · Cited by 107 · see citing works
A portable auditory P300 brain–computer interface with directional cues
Käthner, I., Ruf, C. A., Pasqualotto, E., Braun, C., Birbaumer, N., & Halder, S. (2012) · Clinical Neurophysiology · doi:10.1016/j.clinph.2012.08.006 · Cited by 98 · see citing works
Self-citationHerbert, C., & Kübler, A. (2011) · PLoS ONE · doi:10.1371/journal.pone.0025574 · Cited by 97 · see citing works
Self-citationAn Efficient ERP-Based Brain-Computer Interface Using Random Set Presentation and Face Familiarity
Yeom, S.-K., Fazli, S., Müller, K., & Lee, S. (2014) · PLoS ONE · doi:10.1371/journal.pone.0111157 · Cited by 96 · see citing works
Is It Significant? Guidelines for Reporting BCI Performance
Billinger, M., Daly, I. P., Kaiser, V., Jin, J., Allison, B. Z., Muller-Putz, G. R., & Brunner, C. (2012) · Biological and medical physics series · doi:10.1007/978-3-642-29746-5_17 · Cited by 95 · see citing works
Ethical Issues in Brain–Computer Interface Research, Development, and Dissemination
Vlek, R. J., Steines, D. A., Szibbo, D., Kübler, A., Schneider, M.-J., Haselager, P., & Nijboer, F. (2012) · Neurology Report · doi:10.1097/npt.0b013e31825064cc · Cited by 92 · see citing works
Self-citationAnalysis of Human Gait Using Hybrid EEG-fNIRS-Based BCI System: A Review
Khan, H., Naseer, N., Yazidi, A., Eide, P. K., Hassan, H. W., & Mirtaheri, P. (2021) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2020.613254 · Cited by 93 · see citing works
Effects of training and motivation on auditory P300 brain-computer interface performance
Baykara, E., Ruf, C. A., Fioravanti, C., Käthner, I., Simon, N., Kleih, S. C., Kübler, A., & Halder, S. (2016) · Clinical Neurophysiology · doi:10.1016/j.clinph.2015.04.054 · Cited by 91 · see citing works
Self-citationA covert attention P300-based brain–computer interface: Geospell
Aloise, F., Aricò, P., Schettini, F., Riccio, A., Salinari, S., Mattia, D., Babiloni, F., & Cincotti, F. (2012) · Ergonomics · doi:10.1080/00140139.2012.661084 · Cited by 88 · see citing works
Gaze independent brain–computer speller with covert visual search tasks
Liu, Y., Zhou, Z., & Hu, D. (2010) · Clinical Neurophysiology · doi:10.1016/j.clinph.2010.10.049 · Cited by 88 · see citing works
Usability and Workload of Access Technology for People With Severe Motor Impairment
Pasqualotto, E., Matuz, T., Federici, S., Ruf, C. A., Bartl, M., Belardinelli, M. O., Birbaumer, N., & Halder, S. (2015) · Neurorehabilitation and neural repair · doi:10.1177/1545968315575611 · Cited by 88 · see citing works
Self-citationHöhne, J., Holz, E., Staiger-Sälzer, P., Müller, K.-R., Kübler, A., & Tangermann, M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0104854 · Cited by 85 · see citing works
Self-citationClinical evaluation of BrainTree, a motor imagery hybrid BCI speller
Perdikis, S., Leeb, R., Williamson, J., Ramsay, A., Tavella, M., Desideri, L., Hoogerwerf, E.-J., Al-Khodairy, A., Murray-Smith, R., & Millán, J. D. R. (2014) · Journal of Neural Engineering · doi:10.1088/1741-2560/11/3/036003 · Cited by 85 · see citing works
A note on ethical aspects of BCI
Haselager, P., Vlek, R. J., Hill, J., & Nijboer, F. (2009) · Neural Networks · doi:10.1016/j.neunet.2009.06.046 · Cited by 84 · see citing works
Silvoni, S. (2009) · Frontiers in Neuroscience · doi:10.3389/neuro.20.001.2009 · Cited by 83 · see citing works
Human Consciousness: Where Is It From and What Is It for
Kotchoubey, B. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00567 · Cited by 83 · see citing works
Chaudhary, U., Mrachacz‐Kersting, N., & Birbaumer, N. (2020) · The Journal of Physiology · doi:10.1113/jp278775 · Cited by 86 · see citing works
Self-citationWang, Z., Cao, L., Zhang, Z., Gong, X., Sun, Y., & Wang, H. (2018) · Concurrency and Computation Practice and Experience · doi:10.1002/cpe.4413 · Cited by 83 · see citing works
Breitwieser, C., Kaiser, V., Neuper, C., & Muller-Putz, G. R. (2012) · Medical & Biological Engineering & Computing · doi:10.1007/s11517-012-0877-9 · Cited by 82 · see citing works
Carabalona, R., Grossi, F., Tessadri, A., Castiglioni, P., Caracciolo, A., & Munari, I. D. (2012) · Ergonomics · doi:10.1080/00140139.2012.661083 · Cited by 81 · see citing works
From classic motor imagery to complex movement intention decoding
Muller-Putz, G. R., Schwarz, A., Pereira, J., & Ofner, P. (2016) · Progress in brain research · doi:10.1016/bs.pbr.2016.04.017 · Cited by 81 · see citing works
Parallel Spatial–Temporal Self-Attention CNN-Based Motor Imagery Classification for BCI
Liu, X., Shen, Y., Liu, J., Yang, J., Xiong, P., & Lin, F. (2020) · Frontiers in Neuroscience · doi:10.3389/fnins.2020.587520 · Cited by 79 · see citing works
Enhancing Communication for People in Late-Stage ALS Using an fNIRS-Based BCI System
Borgheai, S. B., McLinden, J., Zisk, A. H., Hosni, S. I., Deligani, R. J., Abtahi, M., Mankodiya, K., & Shahriari, Y. (2020) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2020.2980772 · Cited by 79 · see citing works
Lievesley, R., Wozencroft, M., & Ewins, D. (2011) · Journal of Assistive Technologies · doi:10.1108/17549451111149278 · Cited by 77 · see citing works
Brain communication in the locked-in state
Massari, D. D., Ruf, C. A., Furdea, A., Matuz, T., van der Heiden, L., Halder, S., Silvoni, S., & Birbaumer, N. (2013) · Brain · doi:10.1093/brain/awt102 · Cited by 77 · see citing works
Self-citationIdeomotor silence: the case of complete paralysis and brain–computer interfaces (BCI)
Birbaumer, N., Piccione, F., Silvoni, S., & Wildgruber, M. (2012) · Psychological Research · doi:10.1007/s00426-012-0412-5 · Cited by 76 · see citing works
Self-citationDirect Brain Control and Communication in Paralysis
Birbaumer, N., Gallegos-Ayala, G., Wildgruber, M., Silvoni, S., & Soekadar, S. R. (2013) · Brain Topography · doi:10.1007/s10548-013-0282-1 · Cited by 76 · see citing works
Self-citationAn Asynchronous P300-Based Brain-Computer Interface Web Browser for Severely Disabled People
Martínez-Cagigal, V., Gómez‐Pilar, J., Álvarez, D., & Hornero, R. (2016) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2016.2623381 · Cited by 76 · see citing works
- Authors
- Kübler, A., & Birbaumer, N.
- Affiliations
- University of Tübingen (DE)
- National Institutes of Health (US)
- Corresponding author
- Kübler, A.
- Venue
- Clinical Neurophysiology
- Publisher
- Elsevier BV
- Published
- 2008-11
- Volume
- 119
- Issue
- 11
- Pages
- 2658-2666
- ISSN
- 1388-2457 (ISSN-L)
- PMC
- PMC2644824
- OpenAlex
- W1972606226
- Cited by
- 441
- References
- 50
- Citations by year
- 2026: 10 · 2025: 20 · 2024: 14 · 2023: 14 · 2022: 13 · 2021: 18 · 2020: 26 · 2019: 20 · 2018: 26 · 2017: 22 · 2016: 35 · 2015: 33 · 2014: 35 · 2013: 43 · 2012: 39
- FWCI
- 12.57
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Clinical Neurophysiology (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Deutsche Forschungsgemeinschaft
- National Institute of Neurological Disorders and Stroke
- National Institute of Biomedical Imaging and Bioengineering (EB 00856, R01EB000856)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (R01HD030146, HD30146)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › EEG and Brain-Computer Interfaces
- Physical Sciences › Computer Science › Human-Computer Interaction › Gaze Tracking and Assistive Technology
- Health Sciences › Medicine › Rehabilitation › Stroke Rehabilitation and Recovery
- Keywords
- brain-computer interface, paralysis, amyotrophic lateral sclerosis, locked-in state, physical impairment, communication, slow cortical potentials, sensorimotor rhythm, P300
- MeSH terms
- Adult, Aged, Brain Diseases, Communication Devices for People with Disabilities, Computer Systems, Electroencephalography, Female, Goals, Humans, Male, Middle Aged, Paralysis, Periodicity, Thinking, User-Computer Interface, Meta-Analysis as Topic, Event-Related Potentials, P300
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
