Network-targeted cerebellar transcranial magnetic stimulation improves attentional control
Open accessAbstract
Developing non-invasive brain stimulation interventions to improve attentional control is extremely relevant to a variety of neurological and psychiatric populations, yet few studies have identified reliable biomarkers that can be readily modified to improve attentional control. One potential biomarker of attention is functional connectivity in the core cortical network supporting attention - the dorsal attention network (DAN). We used a network-targeted cerebellar transcranial magnetic stimulation (TMS) procedure, intended to enhance cortical functional connectivity in the DAN. Specifically, in healthy young adults we administered intermittent theta burst TMS (iTBS) to the midline cerebellar node of the DAN and, as a control, the right cerebellar node of the default mode network (DMN). These cerebellar targets were localized using individual resting-state fMRI scans. Participants completed assessments of both sustained (gradual onset continuous performance task, gradCPT) and transient attentional control (attentional blink) immediately before and after stimulation, in two sessions (cerebellar DAN and DMN). Following cerebellar DAN stimulation, participants had significantly fewer attentional lapses (lower commission error rates) on the gradCPT. In contrast, stimulation to the cerebellar DMN did not affect gradCPT performance. Further, in the DAN condition, individuals with worse baseline gradCPT performance showed the greatest enhancement in gradCPT performance. These results suggest that temporarily increasing functional connectivity in the DAN via network-targeted cerebellar stimulation can enhance sustained attention, particularly in those with poor baseline performance. With regard to transient attention, TMS stimulation improved attentional blink performance across both stimulation sites, suggesting increasing functional connectivity in both networks can enhance this aspect of attention. These findings have important implications for intervention applications of TMS and theoretical models of functional connectivity.
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?
The possibility that CBM-iTBS has differential effects on distinct cognitive functions aligns with prior studies.
“which aligns with prior studies (Casula et al., 2016; Esterman et al., 2017; Ferrari et al., 2018; Gatti et al., 2021; Lesage et al., 2012; Shinn et al., 2023)”
From A double-blind, randomized, sham-controlled clinical trial of cerebellar intermittent theta burst stimulation for bipolar disorder: Safety, tolerability, mood and cognitive effects (2025) · cites this paper as Esterman et al., 2017
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
Brainard, D. H. (1997) · Spatial Vision · doi:10.1163/156856897x00357 · Cited by 19,308 · see citing works
A default mode of brain function
Raichle, M. E., MacLeod, A. M., Snyder, A. Z., Powers, W. J., Gusnard, D. A., & Shulman, G. L. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.98.2.676 · Cited by 12,190 · see citing works
<i>The Brain's Default Network</i>: <i>Anatomy, Function, and Relevance to Disease</i>
Buckner, R. L., Andrews‐Hanna, J. R., & Schacter, D. L. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1440.011 · Cited by 9,761 · see citing works
The organization of the human cerebral cortex estimated by intrinsic functional connectivity
Thomas Yeo, B. T., Krienen, F. M., Sepulcre, J., Sabuncu, M. R., Lashkari, D., Hollinshead, M., Roffman, J. L., Smoller, J. W., Zöllei, L., Polimeni, J. R., et al. (2011) · Journal of Neurophysiology · doi:10.1152/jn.00338.2011 · Cited by 9,182 · 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
The organization of the human cerebellum estimated by intrinsic functional connectivity
Buckner, R. L., Krienen, F. M., Castellanos, A., Diaz, J. C., & Yeo, B. T. T. (2011) · Journal of Neurophysiology · doi:10.1152/jn.00339.2011 · Cited by 7,304 · see citing works
Rossi, S., Hallett, M., Rossini, P. M., & Pascual-Leone, A. (2009) · Clinical Neurophysiology · doi:10.1016/j.clinph.2009.08.016 · Cited by 5,367 · see citing works
Theta Burst Stimulation of the Human Motor Cortex
Huang, Y.-Z., Edwards, M. J., Rounis, E., Bhatia, K. P., & Rothwell, J. C. (2005) · Neuron · doi:10.1016/j.neuron.2004.12.033 · Cited by 4,158 · see citing works
<i>An Introduction to Error Analysis: The Study of Uncertainties in Physical Measurements</i>
Taylor, J. R., & Thompson, W. (1998) · Physics Today · doi:10.1063/1.882103 · Cited by 2,734 · see citing works
Temporary suppression of visual processing in an RSVP task: An attentional blink?
Raymond, J. E., Shapiro, K. L., & Arnell, K. M. (1992) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.18.3.849 · Cited by 2,276 · see citing works
Functional topography in the human cerebellum: A meta-analysis of neuroimaging studies
STOODLEY, C., & SCHMAHMANN, J. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2008.08.039 · Cited by 2,183 · see citing works
A default mode of brain function: a brief history of an evolving idea
Raichle, M. E., & Snyder, A. Z. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.02.041 · Cited by 2,173 · see citing works
Resting-state connectivity biomarkers define neurophysiological subtypes of depression
Drysdale, A. T., Grosenick, L., Downar, J., Dunlop, K., Mansouri, F., Meng, Y., Fetcho, R. N., Zebley, B., Oathes, D. J., Etkin, A., et al. (2017) · Nature Medicine · doi:10.1038/nm.4246 · Cited by 2,170 · see citing works
Voluntary orienting is dissociated from target detection in human posterior parietal cortex
Corbetta, M., Kincade, J. M., Ollinger, J. M., McAvoy, M. P., & Shulman, G. L. (2000) · Nature Neuroscience · doi:10.1038/73009 · Cited by 1,816 · see citing works
Cerebellum and nonmotor function
Strick, P. L., Dum, R. P., & Fiez, J. A. (2009) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.31.060407.125606 · Cited by 1,777 · see citing works
Temporary suppression of visual processing in an RSVP task: an attentional blink?
Raymond, J. E., Shapiro, K. L., & Arnell, K. M. (1992) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/0096-1523.18.3.849 · Cited by 1,649 · see citing works
Kastner, S., Pinsk, M. A., De Weerd, P., Desimone, R., & Ungerleider, L. G. (1999) · Neuron · doi:10.1016/s0896-6273(00)80734-5 · Cited by 1,622 · 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
An Introduction to Error Analysis: The Study of Uncertainties in Physical Measurements
Cohen, E. R. (1998) · Measurement Science and Technology · doi:10.1088/0957-0233/9/6/022 · Cited by 1,526 · see citing works
An Introduction to Error Analysis: The Study of Uncertainties in Physical Measurements
Cohen, E. (1998) · Choice Reviews Online · doi:10.5860/choice.35-2173 · Cited by 1,456 · see citing works
Competition between functional brain networks mediates behavioral variability
Kelly, A. M. C., Uddin, L. Q., Biswal, B. B., Castellanos, F. X., & Milham, M. P. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2007.08.008 · Cited by 1,287 · see citing works
Andreasen, N. C., Paradiso, S., & OʼLeary, D. S. (1998) · Schizophrenia Bulletin · doi:10.1093/oxfordjournals.schbul.a033321 · Cited by 1,176 · see citing works
Schmahmann, J. D. (1991) · Archives of Neurology · doi:10.1001/archneur.1991.00530230086029 · Cited by 1,030 · see citing works
Manto, M. U., Bower, J. M., Conforto, A. B., Delgado-Garcia, J. M., da Guarda, S. N. F., Gerwig, M., Habas, C., Hagura, N., Ivry, R. B., Mariën, P., et al. (2011) · The Cerebellum · doi:10.1007/s12311-011-0331-9 · Cited by 996 · see citing works
Brain connectivity related to working memory performance
Hampson, M., Driesen, N. R., Skudlarski, P., Gore, J. C., & Constable, R. T. (2006) · The Journal of Neuroscience · doi:10.1523/jneurosci.3408-06.2006 · Cited by 853 · see citing works
Neuronal responses to magnetic stimulation reveal cortical reactivity and connectivity
Ilmoniemi, R. J., Virtanen, J. P., Ruohonen, J., Karhu, J., Aronen, H. J., Näätänen, R., & Katila, T. E. (1997) · Neuroreport · doi:10.1097/00001756-199711100-00024 · Cited by 786 · see citing works
Langner, R., & Eickhoff, S. B. (2013) · Psychological Bulletin · doi:10.1037/a0030694 · Cited by 746 · see citing works
Paus, T., Jech, R., Thompson, C. J., Comeau, R. M., Peters, T. M., & Evans, A. C. (1997) · Journal of Neuroscience · doi:10.1523/jneurosci.17-09-03178.1997 · Cited by 699 · see citing works
The Cerebellum and Cognition: Evidence from Functional Imaging Studies
Stoodley, C. J. (2012) · The Cerebellum · doi:10.1007/s12311-011-0260-7 · Cited by 686 · see citing works
Targeted enhancement of cortical-hippocampal brain networks and associative memory
Wang, J. X., Rogers, L. M., Gross, E. Z., Ryals, A. J., Dokucu, M. E., Brandstatt, K. L., Hermiller, M. S., & Voss, J. L. (2014) · Science · doi:10.1126/science.1252900 · Cited by 615 · see citing works
State-dependency in brain stimulation studies of perception and cognition
Silvanto, J., Muggleton, N., & Walsh, V. (2008) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2008.09.004 · Cited by 572 · see citing works
Modelling non-invasive brain stimulation in cognitive neuroscience
Miniussi, C., Harris, J. A., & Ruzzoli, M. (2013) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2013.06.014 · Cited by 536 · see citing works
Shapiro, K. L., Raymond, J. E., & Arnell, K. M. (1994) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.20.2.357 · Cited by 522 · see citing works
Concurrent TMS-fMRI and Psychophysics Reveal Frontal Influences on Human Retinotopic Visual Cortex
Ruff, C. C., Blankenburg, F., Bjoertomt, O., Bestmann, S., Freeman, E., Haynes, J.-D., Rees, G., Josephs, O., Deichmann, R., & Driver, J. (2006) · Current Biology · doi:10.1016/j.cub.2006.06.057 · Cited by 514 · see citing works
In the Zone or Zoning Out? Tracking Behavioral and Neural Fluctuations During Sustained Attention
Esterman, M. S., Noonan, S. K., Rosenberg, M. D., & Degutis, J. M. (2012) · Cerebral Cortex · doi:10.1093/cercor/bhs261 · Cited by 493 · see citing works
Self-citationDefault Mode Network Connectivity Predicts Sustained Attention Deficits after Traumatic Brain Injury
Bonnelle, V., Leech, R., Kinnunen, K. M., Ham, T., Beckmann, C. F., Boissezon, X. D., Greenwood, R., & Sharp, D. J. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.1163-11.2011 · Cited by 463 · see citing works
Anatomic Organization of the Basilar Pontine Projections from Prefrontal Cortices in Rhesus Monkey
Schmahmann, J. D., & Pandya, D. N. (1997) · The Journal of Neuroscience · doi:10.1523/jneurosci.17-01-00438.1997 · Cited by 461 · see citing works
Transcranial Magnetic Stimulation: A Neurochronometrics of Mind
Walsh, V., & Pascual‐Leone, Á. (2003) · Cited by 337 · see citing works
A combined TMS/fMRI study of intensity-dependent TMS over motor cortex
Bohning, D. E., Shastri, A., McConnell, K. A., Nahas, Z. H., Lorberbaum, J. P., Roberts, D. R., Tenebäck, C. C., Vincent, D. J., & George, M. S. (1999) · Biological Psychiatry · doi:10.1016/s0006-3223(98)00368-0 · Cited by 300 · see citing works
Non-invasive Cerebellar Stimulation—a Consensus Paper
Grimaldi, G., Argyropoulos, G. P. D., Boehringer, A., Celnik, P. A., Edwards, M. J., Ferrucci, R., Galea, J. M., Groiss, S., Hiraoka, K., Kassavetis, P., et al. (2013) · The Cerebellum · doi:10.1007/s12311-013-0514-7 · Cited by 290 · see citing works
Sustained Attention Across the Life Span in a Sample of 10,000
Fortenbaugh, F. C., Degutis, J. M., Germine, L. T., Wilmer, J. B., Grosso, M. E., Russo, K., & Esterman, M. S. (2015) · Psychological Science · doi:10.1177/0956797615594896 · Cited by 290 · see citing works
Self-citationEldaief, M. C., Halko, M. A., Buckner, R. L., & Pascual‐Leone, Á. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1113103109 · Cited by 288 · see citing works
Self-citationRecent theoretical, neural, and clinical advances in sustained attention research
Fortenbaugh, F. C., Degutis, J. M., & Esterman, M. S. (2017) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.13318 · Cited by 273 · see citing works
Self-citationAn Introduction to Error Analysis: The Study of Uncertainties in Physical Measurements
Taylor, J. R. (1982) · Cited by 271 · see citing works
Rethinking the role of sham TMS
Duecker, F., & Sack, A. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00210 · Cited by 256 · see citing works
Drivers’ misjudgement of vigilance state during prolonged monotonous daytime driving
Schmidt, E. A., Schrauf, M., Simon, M. D., Fritzsche, M., Buchner, A., & Kincses, W. E. (2009) · Accident Analysis & Prevention · doi:10.1016/j.aap.2009.06.007 · Cited by 252 · see citing works
Dynamic Brain Network Correlates of Spontaneous Fluctuations in Attention
Kucyi, A., Hove, M. J., Esterman, M. S., Hutchison, R. M., & Valera, E. M. (2016) · Cerebral Cortex · doi:10.1093/cercor/bhw029 · Cited by 225 · see citing works
Self-citationAmassian, V., Quirk, G. J., & Stewart, M. (1990) · Electroencephalography and Clinical Neurophysiology/Evoked Potentials Section · doi:10.1016/0168-5597(90)90061-h · Cited by 223 · see citing works
Information-Based Approaches of Noninvasive Transcranial Brain Stimulation
Romei, V., Thut, G., & Silvanto, J. (2016) · Trends in Neurosciences · doi:10.1016/j.tins.2016.09.001 · Cited by 214 · see citing works
Cerebellar magnetic stimulation decreases levodopa-induced dyskinesias in Parkinson disease
Koch, G., Brusa, L., Carrillo, F., Gerfo, E. L., Torriero, S., Oliveri, M., Mir, P., Caltagirone, C., & Stanzione, P. (2009) · Neurology · doi:10.1212/wnl.0b013e3181ad5387 · Cited by 213 · see citing works
Koch, G., Mori, F., Marconi, B., Codecà, C., Pecchioli, C., Salerno, S., Torriero, S., Gerfo, E. L., Mir, P., Oliveri, M., et al. (2008) · Clinical Neurophysiology · doi:10.1016/j.clinph.2008.08.008 · Cited by 209 · see citing works
Grosbras, M., & Paus, T. (2002) · Journal of Cognitive Neuroscience · doi:10.1162/089892902320474553 · Cited by 208 · see citing works
Halko, M. A., Farzan, F., Eldaief, M. C., Schmahmann, J. D., & Pascual‐Leone, Á. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.1776-14.2014 · Cited by 206 · see citing works
Self-citationThéoret, H., Haque, J., & Pascual-Leone, Á. (2001) · Neuroscience Letters · doi:10.1016/s0304-3940(01)01860-2 · Cited by 201 · see citing works
Rosenberg, M. D., Noonan, S. K., Degutis, J. M., & Esterman, M. S. (2013) · Attention Perception & Psychophysics · doi:10.3758/s13414-012-0413-x · Cited by 192 · see citing works
Self-citationTask-specific signal transmission from prefrontal cortex in visual selective attention
Morishima, Y., Akaishi, R., Yamada, Y., Okuda, J., Toma, K., & Sakai, K. (2008) · Nature Neuroscience · doi:10.1038/nn.2237 · Cited by 185 · see citing works
Perceptual Expectation Evokes Category-Selective Cortical Activity
Esterman, M. S., & Yantis, S. (2009) · Cerebral Cortex · doi:10.1093/cercor/bhp188 · Cited by 180 · see citing works
Self-citationStochastic Resonance Effects Reveal the Neural Mechanisms of Transcranial Magnetic Stimulation
Schwarzkopf, D. S., Silvanto, J., & Rees, G. E. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.4863-10.2011 · Cited by 178 · see citing works
Stimulation of the Human Frontal Eye Fields Modulates Sensitivity of Extrastriate Visual Cortex
Silvanto, J., Nilli Lavie, C., & Walsh, V. (2006) · Journal of Neurophysiology · doi:10.1152/jn.00015.2006 · Cited by 172 · see citing works
The influence of sustained attention on Railway accidents
Edkins, G. D., & Pollock, C. M. (1997) · Accident Analysis & Prevention · doi:10.1016/s0001-4575(97)00033-x · Cited by 169 · see citing works
Different activation patterns for working memory load and visual attention load
Tomasi, D. G., Chang, L., Caparelli, E. C., & Ernst, T. (2006) · Brain Research · doi:10.1016/j.brainres.2006.11.030 · Cited by 163 · see citing works
Functional Evidence for a Cerebellar Node of the Dorsal Attention Network
Brissenden, J. A., Levin, E. J., Osher, D. E., Halko, M. A., & Somers, D. C. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.0344-16.2016 · Cited by 163 · see citing works
Self-citationThe history and basic principles of magnetic nerve stimulation.
Barker, A. T. (1999) · PubMed · Cited by 162 · see citing works
Intrinsic Fluctuations in Sustained Attention and Distractor Processing
Esterman, M. S., Rosenberg, M. D., & Noonan, S. K. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.2658-13.2014 · Cited by 152 · see citing works
Self-citationThe mechanism of transcranial magnetic stimulation in cognition
Miniussi, C., Ruzzoli, M., & Walsh, V. (2009) · Cortex · doi:10.1016/j.cortex.2009.03.004 · Cited by 151 · see citing works
Decomposing Intra-Subject Variability in Children with Attention-Deficit/Hyperactivity Disorder
Di Martino, A., Ghaffari, M., Curchack, J., Reiss, P., Hyde, C., Vannucci, M., Petkova, E., Klein, D. F., & Castellanos, F. X. (2008) · Biological Psychiatry · doi:10.1016/j.biopsych.2008.03.008 · Cited by 146 · see citing works
The sampling distribution ofd′
Miller, J. O. (1996) · Perception & Psychophysics · doi:10.3758/bf03205476 · Cited by 130 · see citing works
Casula, E. P., Pellicciari, M. C., Ponzo, V., Stampanoni Bassi, M., Veniero, D., Caltagirone, C., & Koch, G. (2016) · Scientific Reports · doi:10.1038/srep36191 · Cited by 123 · see citing works
Neurocognitive Functioning is Associated ith Employment Status: A Quantitative Review
Kalechstein, A. D., Newton, T. F., & van Gorp, W. G. (2003) · Journal of Clinical and Experimental Neuropsychology · doi:10.1076/jcen.25.8.1186.16723 · Cited by 104 · see citing works
Wang, J. X., & Voss, J. L. (2015) · Hippocampus · doi:10.1002/hipo.22416 · Cited by 96 · see citing works
Kucyi, A., Hove, M. J., Biederman, J., Dijk, K. R. A. V., & Valera, E. M. (2015) · Human Brain Mapping · doi:10.1002/hbm.22850 · Cited by 95 · see citing works
Degutis, J. M. (2010) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2010.00060 · Cited by 89 · see citing works
Self-citationConnectivity supporting attention in children with attention deficit hyperactivity disorder
Barber, A. D., Jacobson, L. A., Wexler, J. L., Nebel, M. B., Caffo, B. S., Pekar, J. J., & Mostofsky, S. H. (2014) · NeuroImage Clinical · doi:10.1016/j.nicl.2014.11.011 · Cited by 81 · see citing works
Neurodisruption of selective attention: insights and implications
Chambers, C., & Mattingley, J. B. (2005) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2005.09.010 · Cited by 73 · see citing works
Rohr, C. S., Vinette, S. A., Parsons, K., Cho, I. Y. K., Dimond, D., Benischek, A., Lebel, C. A., Dewey, D., & Bray, S. (2016) · Cerebral Cortex · doi:10.1093/cercor/bhw236 · Cited by 67 · see citing works
Relations Among Sustained Attention, Reading Performance, and Teachers' Ratings of Behavior Problems
Lam, C. M., & Beale, I. L. (1991) · Remedial and Special Education · doi:10.1177/074193259101200208 · Cited by 66 · see citing works
Esterman, M. S., Liu, G., Okabe, H., Reagan, A., Thai, M., & DeGutis, J. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.01.044 · Cited by 65 · see citing works
Self-citationIntrinsic functional connectivity predicts individual differences in distractibility
Poole, V. N., Robinson, M. E., Singleton, O., Degutis, J. M., Milberg, W., McGlinchey, R. E., Salat, D. H., & Esterman, M. S. (2016) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2016.04.023 · Cited by 62 · see citing works
Self-citationSpatial and temporal functional connectivity changes between resting and attentive states
Bray, S., Arnold, A. E. G. F., Levy, R., & Iaria, G. (2014) · Human Brain Mapping · doi:10.1002/hbm.22646 · Cited by 60 · see citing works
Absent minds and absent agents: Attention-lapse induced alienation of agency
Cheyne, J. A., Carriere, J. S. A., & Smilek, D. (2009) · Consciousness and Cognition · doi:10.1016/j.concog.2009.01.005 · Cited by 59 · see citing works
Vleet, T. V., & Robertson, L. C. (2006) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2006.18.8.1368 · Cited by 58 · see citing works
Farzan, F., Pascual‐Leone, Á., Schmahmann, J. D., & Halko, M. A. (2016) · Scientific Reports · doi:10.1038/srep23599 · Cited by 54 · see citing works
Self-citationModulating Reward Induces Differential Neurocognitive Approaches to Sustained Attention
Esterman, M. S., Poole, V. N., Liu, G., & Degutis, J. M. (2016) · Cerebral Cortex · doi:10.1093/cercor/bhw214 · Cited by 54 · see citing works
Self-citationCerebellar vermis plays a causal role in visual motion discrimination
Cattaneo, Z., Renzi, C., Casali, S., Silvanto, J., Vecchi, T., Papagno, C., & D'Angelo, E. U. (2014) · Cortex · doi:10.1016/j.cortex.2014.01.012 · Cited by 52 · see citing works
Capotosto, P., Corbetta, M., Romani, G. L., & Babiloni, C. (2012) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00287 · Cited by 50 · see citing works
Transcranial magnetic stimulation to right parietal cortex modifies the attentional blink
Cooper, A. C. G., Humphreys, G. W., Hulleman, J., Praamstra, P., & Georgeson, M. A. (2004) · Experimental Brain Research · doi:10.1007/s00221-003-1697-9 · Cited by 47 · see citing works
Allen, C. P. G., Dunkley, B. T., Muthukumaraswamy, S. D., Edden, R. A. E., Evans, J., Sumner, P., Singh, K. D., & Chambers, C. (2014) · PLoS ONE · doi:10.1371/journal.pone.0100350 · Cited by 38 · see citing works
Baier, B., Dieterich, M., Stoeter, P., Birklein, F., & Müller, N. G. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.0487-09.2010 · Cited by 36 · see citing works
Cerebellar Control on Prefrontal-Motor Connectivity During Movement Inhibition
Picazio, S., Ponzo, V., & Koch, G. (2015) · The Cerebellum · doi:10.1007/s12311-015-0731-3 · Cited by 35 · see citing works
Kihara, K., Hirose, N., Mima, T., Abe, M., Fukuyama, H., & Osaka, N. (2007) · Experimental Brain Research · doi:10.1007/s00221-007-0896-1 · Cited by 26 · see citing works
The Timing and Neuroanatomy of Conscious Vision as Revealed by TMS-induced Blindsight
Allen, C. P. G., Sumner, P., & Chambers, C. (2014) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00557 · Cited by 25 · see citing works
Network-Guided Transcranial Magnetic Stimulation for Depression
Dubin, M. J., Liston, C. M., Avissar, M., Ilieva, I. P., & Gunning, F. M. (2017) · Current Behavioral Neuroscience Reports · doi:10.1007/s40473-017-0108-7 · Cited by 25 · see citing works
Arasanz, C. P., Staines, R. W., & Schweizer, T. A. (2012) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2012.00055 · Cited by 22 · see citing works
Combining Transcranial Magnetic Stimulation and fMRI to Examine the Default Mode Network
Halko, M. A., Eldaief, M. C., Horvath, J. C., & Pascual‐Leone, Á. (2010) · Journal of Visualized Experiments · doi:10.3791/2271 · Cited by 18 · see citing works
Self-citationPark, D. C., & Smith, A. D. (1991) · Experimental Aging Research · doi:10.1080/03610739108253888 · Cited by 16 · see citing works
Kihara, K., Ikeda, T., Matsuyoshi, D., Hirose, N., Mima, T., Fukuyama, H., & Osaka, N. (2010) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2010.21426 · Cited by 14 · see citing works
Taylor, P. C. J., Nobre, A. C., & Rushworth, M. F. S. (2006) · Journal of Neurophysiology · doi:10.1152/jn.00058.2006 · Cited by 3 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- Ball K Owsley C Sloane ME 1991 Visual and cognitive predictors of driving problems in older adults Experimental Aging Research 17 79 80 1794385
- Dixon ML Andrews-Hanna JR Spreng RN Irving ZC Christoff K 2016 Anticorrelation between default and dorsal attention networks varies across default subsystems and cognitive states bioRxiv 056424
- Miller J 1996 The sampling distribution of d’ Percept Psychophys 58 1 65 72 8668521
Cited by
Sorted by citations
Siebner, H. R., Funke, K., Aberra, A. S., Antal, A., Bestmann, S., Chen, R., Classen, J., Davare, M., Di Lazzaro, V., Fox, P. T., et al. (2022) · Clinical Neurophysiology · doi:10.1016/j.clinph.2022.04.022 · Cited by 566 · see citing works
Esterman, M. S., & Rothlein, D. (2019) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2019.03.005 · Cited by 291 · see citing works
Self-citationXue, A., Kong, R., Yang, Q., Eldaief, M. C., Angeli, P. A., DiNicola, L. M., Braga, R. M., Buckner, R. L., & Yeo, B. T. T. (2020) · Journal of Neurophysiology · doi:10.1152/jn.00561.2020 · Cited by 142 · see citing works
Hippocampal-targeted Theta-burst Stimulation Enhances Associative Memory Formation
Tambini, A., Nee, D. E., & D’Esposito, M. (2018) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01300 · Cited by 122 · see citing works
The cerebellum and cognitive neural networks
Zhang, P., Duan, L., Ou, Y., Ling, Q., Cao, L., Qian, H., Zhang, J., Wang, J., & Yuan, X. (2023) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2023.1197459 · Cited by 100 · see citing works
Functional Territories of Human Dentate Nucleus
Guell, X., D’Mello, A. M., Hubbard, N. A., Romeo, R. R., Gabrieli, J. D. E., Whitfield, S., Schmahmann, J. D., & Anteraper, S. A. (2019) · Cerebral Cortex · doi:10.1093/cercor/bhz247 · Cited by 79 · see citing works
Neural circuitry underlying sustained attention in healthy adolescents and in ADHD symptomatology
O’Halloran, L., Cao, Z., Ruddy, K. L., Jollans, L., Albaugh, M. D., Aleni, A., Potter, A., Vahey, N. A., Banaschewski, T., Hohmann, S., et al. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.12.030 · Cited by 63 · see citing works
Re-examining the Mysterious Role of the Cerebellum in Pain
Li, C. N., Keay, K. A., Henderson, L. A., & Mychasiuk, R. (2024) · Journal of Neuroscience · doi:10.1523/jneurosci.1538-23.2024 · Cited by 63 · see citing works
Brain state-based detection of attentional fluctuations and their modulation
Yamashita, A., Rothlein, D., Kucyi, A., Valera, E. M., & Esterman, M. S. (2021) · NeuroImage · doi:10.1016/j.neuroimage.2021.118072 · Cited by 63 · see citing works
Self-citationMaas, R. P. P. W. M., Helmich, R. C. G., & van de Warrenburg, B. P. C. (2019) · Movement Disorders · doi:10.1002/mds.27919 · Cited by 59 · see citing works
Mannarelli, D., Pauletti, C., Currà, A., Marinelli, L., Corrado, A., Chiaie, R. D., & Fattapposta, F. (2019) · The Cerebellum · doi:10.1007/s12311-019-01014-8 · Cited by 55 · see citing works
Induced vergence-accommodation conflict reduces cognitive performance in the Stroop test
Daniel, F., & Kapoula, Z. (2019) · Scientific Reports · doi:10.1038/s41598-018-37778-y · Cited by 50 · see citing works
TMS over the cerebellum interferes with short-term memory of visual sequences
Ferrari, C., Cattaneo, Z., Oldrati, V., Casiraghi, L., Castelli, F., D’Angelo, E., & Vecchi, T. (2018) · Scientific Reports · doi:10.1038/s41598-018-25151-y · Cited by 45 · see citing works
Individual differences in sustained attention are associated with cortical thickness
Mitko, A., Rothlein, D., Poole, V. N., Robinson, M. E., McGlinchey, R. E., Degutis, J. M., Salat, D. H., & Esterman, M. S. (2019) · Human Brain Mapping · doi:10.1002/hbm.24594 · Cited by 44 · see citing works
Self-citationStimulus-Specific Visual Working Memory Representations in Human Cerebellar Lobule VIIb/VIIIa
Brissenden, J. A., Tobyne, S. M., Halko, M. A., & Somers, D. C. (2020) · Journal of Neuroscience · doi:10.1523/jneurosci.1253-20.2020 · Cited by 45 · see citing works
Self-citationWang, J., Deng, X., Wu, Y., Li, X., Feng, Z., Wang, H.-X., Jing, Y., Zhao, N., Zang, Y., & Zhang, J. (2020) · Frontiers in Neuroscience · doi:10.3389/fnins.2020.00186 · Cited by 44 · see citing works
Esterman, M. S., Fortenbaugh, F. C., Pierce, M. E., Fonda, J. R., Degutis, J. M., Milberg, W., & McGlinchey, R. E. (2019) · Neuropsychology · doi:10.1037/neu0000525 · Cited by 44 · see citing works
Self-citationFronto-cerebellar connectivity mediating cognitive processing speed
Wong, C. H. Y., Liu, J., Lee, T. M. C., Tao, J., Wong, A., Chau, B. K. H., Chen, L., & Chan, C. C. H. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.117556 · Cited by 44 · see citing works
Variable rather than extreme slow reaction times distinguish brain states during sustained attention
Yamashita, A., Rothlein, D., Kucyi, A., Valera, E. M., Germine, L. T., Wilmer, J. B., Degutis, J. M., & Esterman, M. S. (2021) · Scientific Reports · doi:10.1038/s41598-021-94161-0 · Cited by 40 · see citing works
Self-citationMattioli, F., Maglianella, V., D'Antonio, S., Trimarco, E., & Caligiore, D. (2023) · Journal of Neurological Sciences · doi:10.1016/j.jns.2023.122825 · Cited by 31 · see citing works
Evaluating the evidence for a neuroimaging subtype of posttraumatic stress disorder
Esterman, M. S., Stumps, A. D., Jagger-Rickels, A. C., Rothlein, D., Degutis, J. M., Fortenbaugh, F. C., Romer, A. L., Milberg, W., Marx, B. P., & McGlinchey, R. E. (2020) · Science Translational Medicine · doi:10.1126/scitranslmed.aaz9343 · Cited by 35 · see citing works
Self-citationZuberer, A., Kucyi, A., Yamashita, A., Wu, C. M., Walter, M., Valera, E. M., & Esterman, M. S. (2021) · NeuroImage · doi:10.1016/j.neuroimage.2020.117610 · Cited by 36 · see citing works
Self-citationCerebellar-Stimulation Evoked Prefrontal Electrical Synchrony Is Modulated by GABA
Du, X. M., Rowland, L. M., Summerfelt, A. T., Choa, F., Wittenberg, G. F., Wisner, K., Wijtenburg, A., Chiappelli, J., Kochunov, P. V., & Hong, L. E. (2018) · The Cerebellum · doi:10.1007/s12311-018-0945-2 · Cited by 33 · see citing works
Probing cerebellar involvement in cognition through a meta-analysis of TMS evidence
Gatti, D., Rinaldi, L., Cristea, I. A., & Vecchi, T. (2021) · Scientific Reports · doi:10.1038/s41598-021-94051-5 · Cited by 33 · see citing works
A Causal Role of the Cerebellum in Auditory Feedback Control of Vocal Production
Peng, D., Lin, Q. M., Chang, Y., Jones, J. A., Jia, G., Chen, X., Liu, P., & Liu, H. (2021) · The Cerebellum · doi:10.1007/s12311-021-01230-1 · Cited by 26 · see citing works
Safety Considerations for Cerebellar Theta Burst Stimulation
Puerto, A. M. H., Nestor, K., Eldaief, M. C., & Camprodon, J. A. (2020) · Clinical Therapeutics · doi:10.1016/j.clinthera.2020.06.001 · Cited by 26 · see citing works
Tan, H., Wei, Q., Chen, Y., Xie, Y.-J., Guo, Q., He, L., & Gao, Q. (2021) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2021.748241 · Cited by 25 · see citing works
van Dun, K., & Manto, M. U. (2017) · The Cerebellum · doi:10.1007/s12311-017-0908-z · Cited by 25 · see citing works
Medaglia, J. D., Erickson, B. A., Zimmerman, J. P., & Kelkar, A. S. (2019) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2019.01.002 · Cited by 23 · see citing works
Same, Same but Different? A Multi-Method Review of the Processes Underlying Executive Control
Toba, M. N., Malkinson, T. S., Howells, H., Mackie, M., & Spagna, A. (2023) · Neuropsychology Review · doi:10.1007/s11065-023-09577-4 · Cited by 24 · see citing works
A narrative review on non-invasive stimulation of the cerebellum in neurological diseases
Billeri, L., & Naro, A. (2021) · Neurological Sciences · doi:10.1007/s10072-021-05187-1 · Cited by 21 · see citing works
Functional segregation of the human cerebellum in social cognitive tasks revealed by TMS
Ferrari, C., Ciricugno, A., Arioli, M., & Cattaneo, Z. (2023) · Journal of Neuroscience · doi:10.1523/jneurosci.1818-22.2023 · Cited by 18 · see citing works
Effects of Repetitive Transcranial Magnetic Stimulation at the Cerebellum on Working Memory
Yao, J., Song, B., Shi, J., Yin, K., & Du, W. (2023) · Brain Sciences · doi:10.3390/brainsci13081158 · Cited by 16 · see citing works
Lindsey, A., Ellison, R., Herrold, A. A., Aaronson, A., Kletzel, S., Stika, M. M., Guernon, A., & Pape, T. L. B. (2022) · The Journal of Neuropsychiatry and Clinical Neurosciences · doi:10.1176/appi.neuropsych.21090227 · Cited by 12 · see citing works
Boonstra, J. T. (2025) · Behavioural Brain Research · doi:10.1016/j.bbr.2025.115457 · Cited by 13 · see citing works
Xu, M., Nikolin, S., Moffa, A. H., Xu, X. M., Su, Y., Li, R. W., Chan, H. F., Loo, C. K. A., & Martin, D. M. (2024) · Scientific Reports · doi:10.1038/s41598-024-61404-9 · Cited by 11 · see citing works
Gatti, D., Rinaldi, L., Vecchi, T., & Ferrari, C. (2023) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2023.101300 · Cited by 8 · see citing works
Goetz, S. M., & Kammer, T. (2023) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780198832256.013.7 · Cited by 8 · see citing works
Andrew, D., Ibey, R. J., & Staines, R. W. (2019) · Behavioural Brain Research · doi:10.1016/j.bbr.2019.112273 · Cited by 7 · see citing works
Reteig, L. C., Newman, L. A., Ridderinkhof, K. R., & Slagter, H. A. (2022) · PLoS ONE · doi:10.1371/journal.pone.0262718 · Cited by 7 · see citing works
Li, M., Qin, Z., Chen, H., Yang, Z., Wang, L., Qin, R., Zhao, H., & Bai, F. (2023) · Brain Sciences · doi:10.3390/brainsci13030419 · Cited by 6 · see citing works
Objective markers of sustained attention fluctuate independently of mind-wandering reports
Chidharom, M., Bonnefond, A., Vogel, E. K., & Rosenberg, M. D. (2025) · Psychonomic Bulletin & Review · doi:10.3758/s13423-025-02640-6 · Cited by 5 · see citing works
The Cerebellum as a CNS Hub Modulating Autism-Relevant Behaviors
Rice, L. C., & Stoodley, C. J. (2021) · Contemporary clinical neuroscience · doi:10.1007/978-3-030-75817-2_20 · Cited by 5 · see citing works
Liu, M., Yu, C., Tian, M., Shi, J., Xu, Y., Li, Z., Si, Z., Yang, X., Yang, X., Huang, J., et al. (2025) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2025.3551698 · Cited by 4 · see citing works
Preston, T. J., Morabito, D. M., Albanese, B. J., & Schmidt, N. B. (2020) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2020.06.018 · Cited by 4 · see citing works
Two dominant brain states reflect optimal and suboptimal attentionPreprint
Yamashita, A., Rothlein, D., Kucyi, A., Valera, E. M., & Esterman, M. S. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.01.31.928523 · Cited by 4 · see citing works
Self-citationBansal, K., Cattaneo, Z., Oldrati, V., Ferrari, C., Grossman, E. D., & Garcia, J. O. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.09.12.612716 · Cited by 4 · see citing works
Trapp, N. T., Muller Ewald, V. A., Pace, B. D., Wendt, L., Garrett, L., Penaluna, B., Miller, J., Purgianto, A., van der Plas, E., Magnotta, V. A., et al. (2025) · Transcranial Magnetic Stimulation · doi:10.1016/j.transm.2024.100082 · Cited by 3 · see citing works
Toward sustainable interventions for enhancing vigilance: A scoping review
Prendez, D. M., Li, J., Higgins, E. A., & Kim, J.-E. (2025) · Applied Ergonomics · doi:10.1016/j.apergo.2025.104628 · Cited by 3 · see citing works
Zhang, X., Hancock, R., & Santaniello, S. (2025) · Journal of Neural Engineering · doi:10.1088/1741-2552/add76c · Cited by 3 · see citing works
Zhao, N., Tao, J., Wong, C. H. Y., Wu, J., Liu, J., Chen, L., Lee, T. M. C., Xu, Y., & Chan, C. C. H. (2024) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2024.1387299 · Cited by 3 · see citing works
A Systematic Review of Cognitive Enhancement Interventions for Use in Military Operations
Kelley, A. M., Feltman, K. A., Nwala, E., Bernhardt, K. A., Hayes, A., Basso, J., & Mathews, C. (2019) · Cited by 3 · see citing works
Moretti, J., Marinovic, W., Harvey, A., Rodger, J., & Visser, T. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.903977 · Cited by 3 · see citing works
Pabst, A., Proksch, S., Médé, B., Comstock, D. C., Ross, J. M., & Balasubramaniam, R. (2021) · doi:10.31234/osf.io/me6n4 · Cited by 3 · see citing works
Bouchard, A. E., Dumas, E., & Fecteau, S. (2023) · Elsevier eBooks · doi:10.1016/b978-0-12-820480-1.00044-9 · Cited by 3 · see citing works
Wang, X., Yu, J., Wang, L., Huang, J., Wang, Y., Lui, S. S. Y., & Chan, R. C. K. (2025) · The Cerebellum · doi:10.1007/s12311-025-01902-2 · Cited by 3 · see citing works
Thangarajh, M., Ridder, M., Karra, H., Javalkar, S., Zuniga, E. A., Harper, A. D., Mukhopadhyay, N. D., Cadrain, R., Moeller, F. G., Bjork, J. M., et al. (2025) · Brain Communications · doi:10.1093/braincomms/fcaf356 · Cited by 2 · see citing works
An update on the effects of cerebellar transcranial magnetic stimulation on cognitive function
Jiang, Y., Lv, D., Chen, Y., Zhang, M., & Lingchuan, N. I. U. (2026) · Neurological Sciences · doi:10.1007/s10072-025-08595-9 · Cited by 2 · see citing works
Esver, M., Cloud, C., Hilger, A., & Brennan, C. (2025) · The Cerebellum · doi:10.1007/s12311-025-01879-y · Cited by 1 · see citing works
Ni, H., Chien, H., Yeh, C., Cheng, M., Lin, W.-C., & Lin, H. (2025) · The Cerebellum · doi:10.1007/s12311-025-01912-0 · Cited by 2 · see citing works
Akbari, N. J., Tahan, N., Naimi, S. S., Yousefi, M., Shavehei, Y., Caderby, T., & Bastani, A. (2025) · Brain Structure and Function · doi:10.1007/s00429-025-03022-3 · Cited by 1 · see citing works
Zhu, X., Dai, G., Wang, M., Tan, M., Li, Y., Xu, Z., Lei, D., Chen, L., Chen, X., & Liu, H. (2023) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2023.1215330 · Cited by 2 · see citing works
Investigating cerebellar contributions to sensory processing
Andrew, D. (2020) · UWSpace (University of Waterloo) · Cited by 1 · see citing works
Personalization and network specificity of cerebellar TMS in schizophreniaPreprint
Joncas, E., Payne, E., Lee, E., Demo, I., Nye, M., Chouinard, V., Dannhauer, M., Brady, R. O., Halko, M. A., & Parlikar, R. U. (2025) · medRxiv · doi:10.64898/2025.12.19.25342404 · Cited by 1 · see citing works
Self-citationReteig, L. C., Newman, L. A., Ridderinkhof, K. R., & Slagter, H. A. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.17605/osf.io/y6hsf
Ragland, J. D. (2018) · Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature · doi:10.3410/f.733469590.793552378
Neurostimulation Tools and Approaches
Heaton, K. J., Ridgewell, C., Couse, J., & Neumeier, W. H. (2024) · Routledge eBooks · doi:10.4324/9781003378969-9
The effect of repetitive transcranial magnetic stimulation of the cerebellum on cognitive controlPreprint
Qu, L., So, B., Shi, J., & Yin, K. (2024) · Research Square · doi:10.21203/rs.3.rs-5317310/v1
Noninvasive transcranial brain stimulation to promote executive functions
Zanto, T., & Jones, K. (2025) · Handbook of behavioral neuroscience · doi:10.1016/b978-0-443-26602-7.00015-4
Cerebellar Contribution to Rapid Cross‐Modal Attentional Shift in Visual‐Tactile Processing
Mughal, S., Dolman, K. E., Stupka, T. Y., Graham, K. R., Saney, D., Meehan, S. K., & Staines, R. W. (2026) · Psychophysiology · doi:10.1111/psyp.70296
Maladaptive Attentional Processes
Yates, J. R. (2026) · Springer eBooks · doi:10.1007/978-3-032-15602-0_5
- Authors
- Esterman, M., Thai, M., Okabe, H., DeGutis, J., Saad, E., Laganiere, S. E., & Halko, M. A.
- Affiliations
- Boston University (US)
- VA Boston Healthcare System (US)
- Harvard University (US)
- Beth Israel Deaconess Medical Center (US)
- Corresponding author
- Esterman, Michael
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2017-08
- Volume
- 156
- Pages
- 190-198
- ISSN
- 1053-8119 (ISSN-L)
- PMC
- PMC5973536
- OpenAlex
- W2613477659
- Cited by
- 71
- References
- 97
- Citations by year
- 2026: 3 · 2025: 12 · 2024: 7 · 2023: 10 · 2022: 4 · 2021: 9 · 2020: 9 · 2019: 11 · 2018: 4 · 2017: 2
- FWCI
- 3.54
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- NeuroImage (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Clinical Science Research & Development Career Development Award (1IK2CX000706-01A2)
- National Institutes of Health (1R01MH112706)
- Topics
- Life Sciences › Neuroscience › Neurology › Transcranial Magnetic Stimulation Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
- Keywords
- cerebellar transcranial magnetic stimulation, dorsal attention network, default mode network, functional connectivity, sustained attention, transient attention, attentional blink, intermittent theta burst stimulation, non-invasive brain stimulation, attentional lapses
- MeSH terms
- Attention, Cerebellum, Female, Humans, Magnetic Resonance Imaging, Male, Neural Pathways, Transcranial Magnetic Stimulation, Young Adult
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