Single-trial EEG–fMRI reveals the dynamics of cognitive function
Open accessAbstract
Two major non-invasive techniques in cognitive neuroscience, electroencephalography (EEG) and functional magnetic resonance imaging (fMRI), have complementary advantages with regard to their spatial and temporal resolution. Recent hardware and software developments have made it feasible to acquire EEG and fMRI data simultaneously. We emphasize the potential of simultaneous EEG and fMRI recordings to pursue new strategies in cognitive neuroimaging. Specifically, we propose that, by exploiting the combined spatiotemporal resolution of the methods, the integration of EEG and fMRI recordings on a single-trial level enables the rich temporal dynamics of information processing to be characterized within spatially well-defined neural networks.
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?
For event-like tasks or stimuli, EEG features derived from single-trial potential variations correlate with fMRI and expose the timing of information processing in task-related networks.
“Moreover, for event-like tasks or stimuli, EEG features may also be extracted from temporal variations in single-trial potentials, and their correlations with fMRI reveal rich temporal dynamics of information processing in task-evoked neural networks (176, 177).”
From Electrophysiological source imaging: A noninvasive window to brain dynamics (2018) · cites this paper as [177]
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
Delorme, A., & Makeig, S. (2004) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2003.10.009 · Cited by 24,371 · see citing works
The human brain is intrinsically organized into dynamic, anticorrelated functional networks
Fox, M. D., Snyder, A. Z., Vincent, J. L., Corbetta, M., Van Essen, D. C., & Raichle, M. E. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0504136102 · Cited by 8,553 · see citing works
Event-related EEG/MEG synchronization and desynchronization: basic principles
Pfurtscheller, G., & Lopes da Silva, F. H. (1999) · Clinical Neurophysiology · doi:10.1016/s1388-2457(99)00141-8 · Cited by 7,328 · see citing works
Neurophysiological investigation of the basis of the fMRI signal
Logothetis, N. K., Pauls, J., Augath, M., Trinath, T., & Oeltermann, A. (2001) · Nature · doi:10.1038/35084005 · Cited by 6,542 · see citing works
The role of the medial frontal cortex in cognitive control
Ridderinkhof, K. R., Ullsperger, M., Crone, E. A., & Nieuwenhuis, S. (2004) · Science · doi:10.1126/science.1100301 · Cited by 2,974 · see citing works
Self-citationEvent-Related fMRI: Characterizing Differential Responses
Friston, K. J., Fletcher, P. C., Josephs, O., Holmes, A., Rugg, M. D., & Turner, R. (1998) · NeuroImage · doi:10.1006/nimg.1997.0306 · Cited by 2,017 · see citing works
Dynamic Statistical Parametric Mapping
Dale, A. M., Liu, A. K., Fischl, B. R., Buckner, R. L., Belliveau, J. W., Lewine, J. D., & Halgren, E. (2000) · Neuron · doi:10.1016/s0896-6273(00)81138-1 · Cited by 1,787 · see citing works
Dynamic Brain Sources of Visual Evoked Responses
Makeig, S., Westerfield, M., Jung, T.-P., Enghoff, S., Townsend, J., Courchesne, E., & Sejnowski, T. J. (2002) · Science · doi:10.1126/science.1066168 · Cited by 1,630 · see citing works
The neural bases of momentary lapses in attention
Weissman, D. H., Roberts, K. C., Visscher, K. M., & Woldorff, M. G. (2006) · Nature Neuroscience · doi:10.1038/nn1727 · Cited by 1,566 · see citing works
Mining event-related brain dynamics
Makeig, S., Debener, S., Onton, J., & Arnaud Delorme, A. (2004) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2004.03.008 · Cited by 1,499 · see citing works
Self-citationSimultaneous EEG and fMRI of the alpha rhythm
Goldman, R. I., Stern, J. M., Engel, J., & Cohen, M. S. (2002) · Neuroreport · doi:10.1097/00001756-200212200-00022 · Cited by 1,131 · see citing works
Debener, S., Ullsperger, M., Siegel, M., Fiehler, K., von Cramon, D. Y., & Engel, A. K. (2005) · Journal of Neuroscience · doi:10.1523/jneurosci.3286-05.2005 · Cited by 1,055 · see citing works
Self-citationLaufs, H., Krakow, K., Sterzer, P., Eger, E., Beyerle, A., Salek-Haddadi, A., & Kleinschmidt, A. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1831638100 · Cited by 1,028 · see citing works
EEG-correlated fMRI of human alpha activity
Laufs, H., Kleinschmidt, A., Beyerle, A., Eger, E., Salek-Haddadi, A., Preibisch, C., & Krakow, K. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00286-6 · Cited by 1,025 · see citing works
Coupling Between Neuronal Firing, Field Potentials, and fMRI in Human Auditory Cortex
Mukamel, R., Gelbard, H., Arieli, A., Hasson, U., Fried, I., & Malach, R. (2005) · Science · doi:10.1126/science.1110913 · Cited by 1,023 · see citing works
Simultaneous EEG and fMRI of the alpha rhythm
Stern (2002) · Neuroreport · doi:10.1097/01.wnr.0000047685.08940.d0 · Cited by 945 · see citing works
Combined spatial and temporal imaging of brain activity during visual selective attention in humans
Heinze, H. –., Mangun, G. R., Burchert, W., Hinrichs, H., Scholz, M., Münte, T. F., Gös, A., Scherg, M., Johannes, S., Hundeshagen, H., et al. (1994) · Nature · doi:10.1038/372543a0 · Cited by 915 · see citing works
Hemodynamic Signals Correlate Tightly with Synchronized Gamma Oscillations
Niessing, J., Ebisch, B., Schmidt, K. E., Niessing, M., Singer, W., & Galuske, R. A. W. (2005) · Science · doi:10.1126/science.1110948 · Cited by 806 · see citing works
Ullsperger, M., & von Cramon, D. Y. (2001) · NeuroImage · doi:10.1006/nimg.2001.0935 · Cited by 702 · see citing works
Self-citationFox, M. D., Snyder, A. Z., Zacks, J. M., & Raichle, M. E. (2006) · Nature Neuroscience · doi:10.1038/nn1616 · Cited by 660 · see citing works
Correlates of alpha rhythm in functional magnetic resonance imaging and near infrared spectroscopy
Moosmann, M., Ritter, P., Krastel, I., den Brink, A. M.-V., Thees, S., Blankenburg, F., Taskin, B., Obrig, H., & Villringer, A. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00344-6 · Cited by 595 · see citing works
Removal of FMRI environment artifacts from EEG data using optimal basis sets
Niazy, R. K., Beckmann, C. F., Iannetti, G. D., Brady, J. M., & Smith, S. M. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.06.067 · Cited by 569 · see citing works
Bledowski, C., Prvulovic, D., Hoechstetter, K., Scherg, M., Wibral, M., Goebel, R., & Linden, D. E. J. (2004) · Journal of Neuroscience · doi:10.1523/jneurosci.1897-04.2004 · Cited by 562 · see citing works
Brain activity relating to the contingent negative variation: An fMRI investigation
Nagai, Y., Critchley, H. D., Featherstone, E., Fenwick, P. B. C., Trimble, M. R., & Dolan, R. J. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2003.10.036 · Cited by 377 · see citing works
Cortical and Subcortical Correlates of Electroencephalographic Alpha Rhythm Modulation
Feige, B., Scheffler, K., Esposito, F., Salle, F. D., Hennig, J., & Seifritz, E. (2004) · Journal of Neurophysiology · doi:10.1152/jn.00721.2004 · Cited by 362 · see citing works
Electroencephalographic Brain Dynamics Following Manually Responded Visual Targets
Makeig, S., Arnaud Delorme, A., Westerfield, M., Jung, T., Townsend, J., Courchesne, E., & B, T. J. S. A. (2004) · PLoS Biology · doi:10.1371/journal.pbio.0020176 · Cited by 359 · see citing works
Spatiotemporal mapping of brain activity by integration of multiple imaging modalities
Dale, A. M., & Halgren, E. (2001) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(00)00197-5 · Cited by 342 · see citing works
Concurrent EEG/fMRI analysis by multiway Partial Least Squares
Martínez‐Montes, E., Valdes-Sosa, P. A., Miwakeichi, F., Goldman, R. I., & Cohen, M. S. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.03.038 · Cited by 327 · see citing works
Eichele, T., Specht, K., Moosmann, M., Jongsma, M. L. A., Quiroga, R. Q., Nordby, H., & Hugdahl, K. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0505508102 · Cited by 308 · see citing works
Nunez, P. L., & Silberstein, R. B. (2000) · Brain Topography · doi:10.1023/a:1026683200895 · Cited by 307 · see citing works
Debener, S., Makeig, S., Arnaud Delorme, A., & Engel, A. K. (2004) · Cognitive Brain Research · doi:10.1016/j.cogbrainres.2004.09.006 · Cited by 287 · see citing works
Self-citationIndependent component analysis at the neural cocktail party
Brown, G. D., Yamada, S., & B, T. J. S. A. (2001) · Trends in Neurosciences · doi:10.1016/s0166-2236(00)01683-0 · Cited by 236 · see citing works
Who Comes First? The Role of the Prefrontal and Parietal Cortex in Cognitive Control
Brass, M., Ullsperger, M., Knoesche, T. R., Cramon, D. Y. V., & Phillips, N. A. (2005) · Journal of Cognitive Neuroscience · doi:10.1162/0898929054985400 · Cited by 236 · see citing works
Self-citationSpatiotemporal Activity of a Cortical Network for Processing Visual Motion Revealed by MEG and fMRI
Ahlfors, S. P., Simpson, G. V., Dale, A. M., Belliveau, J. W., Liu, A. K., Korvenoja, A., Virtanen, J. P., Huotilainen, M., Tootell, R. B. H., Aronen, H. J., et al. (1999) · Journal of Neurophysiology · doi:10.1152/jn.1999.82.5.2545 · Cited by 229 · see citing works
Intrinsic brain activity sets the stage for expression of motivated behavior
Raichle, M. E., & Gusnard, D. A. (2005) · The Journal of Comparative Neurology · doi:10.1002/cne.20752 · Cited by 220 · see citing works
Hemodynamic correlates of EEG: a heuristic
Kilner, J. M., Mattout, J., Henson, R., & Friston, K. J. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.06.008 · Cited by 206 · see citing works
Debener, S., Strobel, A., Sorger, B., Peters, J. C., Kranczioch, C., Engel, A. K., & Goebel, R. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.09.031 · Cited by 201 · see citing works
Self-citationNeuronal chronometry of target detection: Fusion of hemodynamic and event-related potential data
Calhoun, V. D., Adalı, T., Pearlson, G. D., & Kiehl, K. A. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.08.060 · Cited by 194 · see citing works
Mulert, C., Jäger, L., Propp, S., Karch, S., Störmann, S., Pogarell, O. M., Möller, H., Juckel, G., & Hegerl, U. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.05.041 · Cited by 179 · see citing works
Brookes, M. J., Gibson, A. M., Hall, S. D., Furlong, P. L., Barnes, G. R., Hillebrand, A., Singh, K. D., Holliday, I. E., Francis, S. T., & Morris, P. G. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.01.050 · Cited by 178 · see citing works
Neural Bases of Cognitive ERPs: More than Phase Reset
Fell, J., Dietl, T., Grünwald, T., Kurthen, M., Klaver, P., Trautner, P., Schaller, C., Elger, C. E., & Fernández, G. (2004) · Journal of Cognitive Neuroscience · doi:10.1162/0898929042568514 · Cited by 177 · see citing works
Horovitz, S. G., Skudlarski, P., & Gore, J. C. (2002) · Magnetic Resonance Imaging · doi:10.1016/s0730-725x(02)00496-4 · Cited by 159 · see citing works
How can EEG/MEG and fMRI/PET data be combined?
Horwitz, B., & Poeppel, D. (2002) · Human Brain Mapping · doi:10.1002/hbm.10057 · Cited by 157 · see citing works
Neuronal mechanisms underlying control of a brain–computer interface
Hinterberger, T., Veit, R., Wilhelm, B., Weiskopf, N., Vatine, J., & Birbaumer, N. (2005) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2005.04092.x · Cited by 137 · see citing works
High-Frequency Activity in Human Visual Cortex Is Modulated by Visual Motion Strength
Siegel, M., Donner, T. H., Oostenveld, R., Fries, P., & Engel, A. K. (2006) · Cerebral Cortex · doi:10.1093/cercor/bhk025 · Cited by 137 · see citing works
Self-citationHorovitz, S. G., Rossion, B., Skudlarski, P., & Gore, J. C. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.04.018 · Cited by 134 · see citing works
Iannetti, G. D., Niazy, R. K., Wise, R. G., Jezzard, P., Brooks, J. C. W., Zambreanu, L., Vennart, W., Matthews, P. M., & Tracey, I. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.06.060 · Cited by 130 · see citing works
The missing link: analogous human and primate cortical gamma oscillations
Hall, S. D., Holliday, I. E., Hillebrand, A., Singh, K. D., Furlong, P. L., Hadjipapas, A., & Barnes, G. R. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.01.009 · Cited by 125 · see citing works
Combining EEG and fMRI in Epilepsy: Methodological Challenges and Clinical Results
Gotman, J., Bénar, C., & Dubeau, F. (2004) · Journal of Clinical Neurophysiology · doi:10.1097/01.wnp.0000139658.92878.2a · Cited by 109 · see citing works
Mulkern, R. V., Zengingönül, H. P., Robertson, R. L., Bogner, P., Zou, K. H., Guðbjartsson, H., Guttmann, C. R. G., Holtzman, D. H., Kyriakos, W. E., Jolesz, F. A., et al. (2000) · Magnetic Resonance in Medicine · doi:10.1002/1522-2594(200008)44:2 · Cited by 109 · see citing works
Multimodal integration of EEG, MEG and fMRI data for the solution of the neuroimage puzzle
Babiloni, F., Mattia, D., Babiloni, C., Astolfi, L., Salinari, S., Basilisco, A., Rossini, P. M., Marciani, M. G., & Cincotti, F. (2004) · Magnetic Resonance Imaging · doi:10.1016/j.mri.2004.10.007 · Cited by 91 · see citing works
Acquisition of typical EEG waveforms during fMRI: SSVEP, LRP, and frontal theta
Sammer, G., Blecker, C. R., Gebhardt, H., Kirsch, P., Stark, R. M., & Vaitl, D. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.10.026 · Cited by 70 · see citing works
Heed, T., Muckli, L. F., Beer, A., Wibral, M., Singer, W., Goebel, R., Rösler, F., & Röder, B. (2006) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2006.04720.x · Cited by 39 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- Iain A. Wilson, Michela Gallagher, Howard Eichenbaum and Heikki Tanila Trends in Neurosciences DOI:10.1016/j.tins.2006.10.002 Targeting adenosine A2A receptors in Parkinson's disease · DOI
- Michael A. Schwarzschild, Luigi Agnati, Kjell Fuxe, Jiang-Fan Chen and Micaela Morelli Trends in Neurosciences DOI:10.1016/j.tins.2006.09.004 Lipoprotein receptors in Alzheimer's disease Olav M. Andersen and Thomas E. Willnow Trends in Neurosciences DOI:10.1016/j.tins.2006.09.002 Exciting inhibition in psychostimulant addiction Peter W. Kalivas and Xiu-Ti Hu Trends in Neurosciences DOI:10.1016/j.tins.2006.08.008 Assessing sensory function in locomotor systems using neuro-mechanical simulations Keir Pearson, O ¨rjan Ekeberg and Ansgar Bu ¨schges Trends in Neurosciences DOI:10.1016/j.tins.2006.08.007 Did brain-specific genes evolve faster in humans than in chimpanzees? · DOI
- Peng Shi, Margaret A. Bakewell and Jianzhi Zhang Trends in Genetics DOI: 10.1016/j.tig.2006.09.001 Understanding the molecular causes of Parkinson's disease A. Wood-Kaczmar, S. Gandhi and N.W. Wood Trends in Molecular Medicine DOI:10.1016/j.molmed.2006.09.007 The role of acetylcholine in learning and memory Michael E. Hasselmo Current Opinion in Neurobiology DOI:10.1016/j.conb.2006.09.002 Essential and expendable features of the circadian timekeeping mechanism Paul E. Hardin Current Opinion in Neurobiology DOI:10.1016/j.conb.2006.09.001 Scanning the human genome for signals of selection Gil McVean and Chris CA Spencer Current Opinion in Genetics and Development DOI:10.1016/j.gde.2006.09.004 · DOI
Cited by
Sorted by citations
Tracking whole-brain connectivity dynamics in the resting state
Allen, E. A., Damaraju, E., Plis, S. M., Erhardt, E. B., Eichele, T., & Calhoun, V. D. (2014) · Cerebral Cortex · doi:10.1093/cercor/bhs352 · Cited by 2,992 · see citing works
Default-mode brain dysfunction in mental disorders: A systematic review
Broyd, S. J., Demanuele, C., Debener, S., Helps, S. K., James, C. J., & Sonuga-Barke, E. J. S. (2009) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2008.09.002 · Cited by 1,675 · see citing works
Self-citationFrontal theta EEG activity correlates negatively with the default mode network in resting state
Scheeringa, R., Bastiaansen, M. C. M., Petersson, K. M., Oostenveld, R., Norris, D. G., & Hagoort, P. (2008) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2007.05.017 · Cited by 400 · see citing works
Electrophysiological source imaging: A noninvasive window to brain dynamics
He, B., Sohrabpour, A., Brown, E., & Liu, Z. (2018) · Annual Review of Biomedical Engineering · doi:10.1146/annurev-bioeng-062117-120853 · Cited by 297 · see citing works
Bergmann, T. O., Mölle, M., Diedrichs, J., Born, J., & Siebner, H. R. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2011.10.036 · Cited by 228 · see citing works
Who Comes First? The Role of the Prefrontal and Parietal Cortex in Cognitive Control
Brass, M., Ullsperger, M., Knoesche, T. R., Cramon, D. Y. V., & Phillips, N. A. (2005) · Journal of Cognitive Neuroscience · doi:10.1162/0898929054985400 · Cited by 236 · see citing works
Self-citationConflict monitoring and error processing: New insights from simultaneous EEG–fMRI
Iannaccone, R., Hauser, T. U., Staempfli, P., Walitza, S., Brandeis, D., & Brem, S. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2014.10.028 · Cited by 210 · see citing works
The relationship between oscillatory EEG activity and the laminar-specific BOLD signal
Scheeringa, R., Koopmans, P. J., van Mourik, T., Jensen, O., & Norris, D. G. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1522577113 · Cited by 162 · see citing works
Multimodal Functional Neuroimaging: Integrating Functional MRI and EEG/MEG
He, B., & Liu, Z. (2008) · IEEE Reviews in Biomedical Engineering · doi:10.1109/rbme.2008.2008233 · Cited by 171 · see citing works
Hauser, T. U., Iannaccone, R., Ball, J., Mathys, C., Brandeis, D., Walitza, S., & Brem, S. (2014) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2014.1093 · Cited by 168 · see citing works
Four-dimensional maps of the human somatosensory system
Avanzini, P., Abdollahi, R. O., Sartori, I., Caruana, F., Pelliccia, V., Casaceli, G., Mai, R., Lo Russo, G., Rizzolatti, G., & Orban, G. A. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1601889113 · Cited by 114 · see citing works
On the relationship between slow cortical potentials and BOLD signal changes in humans
Khader, P., Schicke, T., Röder, B., & Rösler, F. (2008) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2007.05.018 · Cited by 99 · see citing works
An electrophysiological signal that precisely tracks the emergence of error awareness
Murphy, P. R., Robertson, I. H., Allen, D., Hester, R., & O'Connell, R. G. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00065 · Cited by 94 · see citing works
Neuner, I., Arrubla, J., Felder, J., & Shah, N. J. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2013.06.048 · Cited by 48 · see citing works
Spectral and spatial shifts of post-ictal slow waves in temporal lobe seizures
Yang, L., Worrell, G. A., Nelson, C., Brinkmann, B., & He, B. (2012) · Brain · doi:10.1093/brain/aws221 · Cited by 42 · see citing works
- Authors
- Debener, S., Ullsperger, M., Siegel, M., & Engel, A. K.
- Affiliations
- Royal South Hants Hospital (GB)
- Max Planck Society (DE)
- University Medical Center Hamburg-Eppendorf (DE)
- Corresponding author
- Debener, Stefan
- Venue
- Trends in Cognitive Sciences
- Publisher
- Elsevier BV
- Published
- 2006-12
- Volume
- 10
- Issue
- 12
- Pages
- 558-563
- ISSN
- 1364-6613 (ISSN-L)
- OpenAlex
- W2139390557
- Cited by
- 428
- References
- 53
- Citations by year
- 2026: 12 · 2025: 14 · 2024: 8 · 2023: 11 · 2022: 21 · 2021: 22 · 2020: 9 · 2019: 21 · 2018: 17 · 2017: 17 · 2016: 25 · 2015: 22 · 2014: 29 · 2013: 29 · 2012: 32
- FWCI
- 1.95
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Trends in Cognitive Sciences (publishedVersion)
- PubMed (publishedVersion)
- MPG.PuRe (Max Planck Society) (submittedVersion, other-oa)
- Max Planck Institute for Plasma Physics (submittedVersion)
- ePrints Soton (University of Southampton) (submittedVersion)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › EEG and Brain-Computer Interfaces
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Keywords
- simultaneous EEG-fMRI, single-trial analysis, information processing, spatiotemporal resolution, artificial neural networks
- MeSH terms
- Brain, Brain Mapping, Cognition, Electroencephalography, Humans, Magnetic Resonance Imaging, Nonlinear Dynamics
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