Supplementary motor area in speech initiation: a large-scale intracranial EEG evaluation of stereotyped word articulation
Open accessPreprint — published as 10.1016/j.isci.2024.111531
Abstract
Speech production is known to engage a distributed network. The brain regions responsible for the initiation of articulation are unclear, and they would be expected to coordinate a distributed network. Using direct intracranial recordings in a large cohort, during stereotyped speech production to eliminate confounds of phonological and semantic complexity, we performed a comprehensive analysis of cortical sites engaged in speech initiation. We found that the supplementary motor area (SMA) was the earliest speech motor region to be active prior to speech onset and was active almost exclusively prior to articulation. Broadband gamma activity in the SMA was predictive of the response time of word production, predicting response time from 250 ms after stimulus onset. Neural activity in SMA began at a highly predictable time after stimulus onset and extended until speech onset. SMA activity offset coincided with ventral premotor cortex and primary motor activity onset . This suggests that the SMA may coordinate the concerted activation of motor execution cortex. Our results support the idea that SMA is a key node in the speech initiation network. Significance statement: Producing speech requires coordination across multiple brain regions. One cortical region - the supplementary motor area (SMA) - has long been a candidate region to coordinate across other regions to initiate speech production. In this study, we used human intracranial recordings from patients with epilepsy to investigate the role of the SMA in initiating speech. In a picture-naming task, subjects repeated the word “scrambled” scores of times; using this condition to eliminate any linguistic confounds, we found that the SMA was consistently one of the earliest regions to activate during word production. We also uncovered the SMA’s temporally precise tuning to speech onset at the single-trial level.
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?
Speech decoders have yet to fully leverage feedback-based learning paradigms that could entrain new patterns of neural activity for better control.
“Finally, speech decoders have yet to fully leverage paradigms of feedback-based learning that have the potential to entrain new patterns of neural activity for better control171–174.”
From The speech neuroprosthesis (2024) · cites this paper as [171]
The Introduction and Experimental Paradigm describe intracranial recordings during speech initiation and a picture-naming task, not speech-decoder training. Searches for feedback-based learning, entrainment, and decoders found no passage addressing whether such paradigms have been underused or could improve decoder control. Page numbers were not provided in our copy. (LLM, conf=0.75)
Experimental — accuracy not yet measured
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
AFNI: Software for analysis and visualization of functional magnetic resonance neuroimages
Cox, R. W. (1996) · Computers and Biomedical Research · doi:10.1006/cbmr.1996.0014 · Cited by 10,913 · see citing works
Snodgrass, J. G., & Vanderwart, M. (1980) · Journal of Experimental Psychology Human Learning & Memory · doi:10.1037/0278-7393.6.2.174 · Cited by 3,635 · see citing works
Automatic parcellation of human cortical gyri and sulci using standard anatomical nomenclature
Destrieux, C., Fischl, B., Dale, A., & Halgren, E. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.06.010 · Cited by 2,956 · see citing works
Functional role of the supplementary and pre-supplementary motor areas
Nachev, P., Kennard, C., & Husain, M. (2008) · Nature Reviews Neuroscience · doi:10.1038/nrn2478 · Cited by 1,928 · see citing works
Supplementary motor area and other cortical areas in organization of voluntary movements in man
Roland, P. E., Larsen, B., Lassen, N. A., & Skinhöj, E. (1980) · Journal of Neurophysiology · doi:10.1152/jn.1980.43.1.118 · Cited by 1,517 · see citing works
Rare and common variants: twenty arguments
Gibson, G. (2012) · Nature Reviews Genetics · doi:10.1038/nrg3118 · Cited by 1,278 · see citing works
Short frontal lobe connections of the human brain
Catani, M., Dell’Acqua, F., Vergani, F., Malik, F., Hodge, H., Roy, P. K., Valabrègue, R., & de Schotten, M. T. (2011) · Cortex · doi:10.1016/j.cortex.2011.12.001 · Cited by 789 · see citing works
THE SUPPLEMENTARY MOTOR AREA OF THE CEREBRAL CORTEX
Penfield, W. G. (1951) · A M A Archives of Neurology & Psychiatry · doi:10.1001/archneurpsyc.1951.02320090038004 · Cited by 759 · see citing works
Functional organization of human sensorimotor cortex for speech articulation
Bouchard, K. E., Mesgarani, N., Johnson, K., & Chang, E. F. (2013) · Nature · doi:10.1038/nature11911 · Cited by 686 · see citing works
Role for supplementary motor area cells in planning several movements ahead
Tanji, J., & Shima, K. (1994) · Nature · doi:10.1038/371413a0 · Cited by 683 · see citing works
Stuttering and the basal ganglia circuits: a critical review of possible relations
Alm, P. A. (2004) · Journal of Communication Disorders · doi:10.1016/j.jcomdis.2004.03.001 · Cited by 560 · see citing works
Clinical consequences of corticectomies involving the supplementary motor area in man
Laplane, D., Talairach, J., Meininger, V., Bancaud, J., & Orgogozo, J. M. (1977) · Journal of the Neurological Sciences · doi:10.1016/0022-510x(77)90148-4 · Cited by 559 · see citing works
An fMRI investigation of syllable sequence production
Bohland, J. W., & Guenther, F. H. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.04.173 · Cited by 545 · see citing works
High-frequency gamma oscillations and human brain mapping with electrocorticography
Crone, N. E., Sinai, A., & Korzeniewska, A. (2006) · Progress in Brain Research · doi:10.1016/s0079-6123(06)59019-3 · Cited by 526 · see citing works
Redefining the role of Broca’s area in speech
Flinker, A., Korzeniewska, A., Shestyuk, A. Y., Franaszczuk, P. J., Dronkers, N. F., Knight, R. T., & Crone, N. E. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1414491112 · Cited by 487 · see citing works
Characterizing a neurodegenerative syndrome: primary progressive apraxia of speech
Josephs, K. A., Duffy, J. R., Strand, E. A., Machulda, M. M., Senjem, M. L., Master, A. V., Lowe, V. J., Jack, C. R., & Whitwell, J. L. (2012) · Brain · doi:10.1093/brain/aws032 · Cited by 415 · see citing works
MOVEMENT-RELATED POTENTIALS RECORDED FROM SUPPLEMENTARY MOTOR AREA AND PRIMARY MOTOR AREA
Ikeda, A., Lüders, H. O., Burgess, R. C., & Shibasaki, H. (1992) · Brain · doi:10.1093/brain/115.4.1017 · Cited by 411 · see citing works
Neural representations and mechanisms for the performance of simple speech sequences
Bohland, J. W., Bullock, D., & Guenther, F. H. (2010) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21306 · Cited by 393 · see citing works
The role of the supplementary motor area (SMA) in word production
Alario, F.-X., Chainay, H., Lehericy, S., & Cohen, L. (2006) · Brain Research · doi:10.1016/j.brainres.2005.11.104 · Cited by 377 · see citing works
Shima, K., & Tanji, J. (2000) · Journal of Neurophysiology · doi:10.1152/jn.2000.84.4.2148 · Cited by 351 · see citing works
Technique, Results, and Complications Related to Robot-Assisted Stereoelectroencephalography
Gonzalez-Martinez, J. A., Bulacio, J. C., Thompson, S., Gale, J. T., Smithason, S., Najm, I., & Bingaman, W. E. (2015) · Neurosurgery · doi:10.1227/neu.0000000000001034 · Cited by 318 · see citing works
The role of the supplementary motor area for speech and language processing
Hertrich, I., Dietrich, S., & Ackermann, H. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.06.030 · Cited by 298 · see citing works
Kim, J., Lee, J., Jo, H. J., Kim, S. H., Lee, J. H., Kim, S. T., Seo, S. W., Cox, R. W., Na, D. L., Kim, S. I., et al. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.10.016 · Cited by 281 · see citing works
The frontal aslant tract (FAT) and its role in speech, language and executive function
Dick, A. S., Garic, D., Graziano, P. A., & Tremblay, P. (2018) · Cortex · doi:10.1016/j.cortex.2018.10.015 · Cited by 267 · see citing works
Goldenholz, D. M., Ahlfors, S. P., Hämäläinen, M., Sharon, D., Ishitobi, M., Vaina, L. M., & Stufflebeam, S. M. (2008) · Human Brain Mapping · doi:10.1002/hbm.20571 · Cited by 266 · see citing works
Real-time decoding of question-and-answer speech dialogue using human cortical activity
Moses, D. A., Leonard, M. K., Makin, J. G., & Chang, E. F. (2019) · Nature Communications · doi:10.1038/s41467-019-10994-4 · Cited by 224 · see citing works
Stereotactic placement of depth electrodes in medically intractable epilepsy
Gonzalez-Martinez, J. A., Mullin, J. P., Vadera, S., et al. (2014) · Journal of neurosurgery · doi:10.3171/2013.11.jns13635 · Cited by 212 · see citing works
Postoperative speech disorder after medial frontal surgery
Krainik, A., Lehéricy, S., Duffau, H., Capelle, L., Chainay, H., Cornu, P., Cohen, L., Boch, A., Mangin, J., Bihan, D. L., et al. (2003) · Neurology · doi:10.1212/01.wnl.0000048206.07837.59 · Cited by 212 · see citing works
Movement-related change of electrocorticographic activity in human supplementary motor area proper
Ohara, S. (2000) · Brain · doi:10.1093/brain/123.6.1203 · Cited by 209 · see citing works
Neural network connectivity differences in children who stutter
Chang, S., & Zhu, D. C. (2013) · Brain · doi:10.1093/brain/awt275 · Cited by 209 · see citing works
Encoding of Articulatory Kinematic Trajectories in Human Speech Sensorimotor Cortex
Chartier, J., Anumanchipalli, G. K., Johnson, K., & Chang, E. F. (2018) · Neuron · doi:10.1016/j.neuron.2018.04.031 · Cited by 208 · see citing works
Deecke, L. (2007) · Novartis Foundation symposium · doi:10.1002/9780470513545.ch14 · Cited by 205 · see citing works
Tandon, N., Tong, B. A., Friedman, E. R., Johnson, J. A., Allmen, G. V., Thomas, M. S., Hope, O. A., Kalamangalam, G. P., Slater, J. D., & Thompson, S. A. (2019) · JAMA Neurology · doi:10.1001/jamaneurol.2019.0098 · Cited by 191 · see citing works
Self-citation(1985) · PubMed · Cited by 181 · see citing works
The supplementary motor region and speech emission
Jonas, S. (1981) · Journal of Communication Disorders · doi:10.1016/0021-9924(81)90019-8 · Cited by 180 · see citing works
Involvement of the Cortico-Basal Ganglia-Thalamocortical Loop in Developmental Stuttering
Chang, S., & Guenther, F. H. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.03088 · Cited by 178 · see citing works
Conner, C. R., Ellmore, T. M., Pieters, T. A., Disano, M. A., & Tandon, N. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.1457-11.2011 · Cited by 172 · see citing works
Self-citationProsodic and phonetic subtypes of primary progressive apraxia of speech
Utianski, R. L., Duffy, J. R., Clark, H. M., Strand, E. A., Botha, H., Schwarz, C. G., Machulda, M. M., Senjem, M. L., Spychalla, A. J., Jack, C. R., et al. (2018) · Brain and Language · doi:10.1016/j.bandl.2018.06.004 · Cited by 160 · see citing works
A lexical semantic hub for heteromodal naming in middle fusiform gyrus
Forseth, K. J., Kadipasaoglu, C. M., Conner, C. R., Hickok, G. S., Knight, R. T., & Tandon, N. (2018) · Brain · doi:10.1093/brain/awy120 · Cited by 156 · see citing works
Self-citationMild Hypothermia: Therapeutic Window after Experimental Cerebral Ischemia
Markarian, G. Z., Lee, J. H., Stein, D. J., et al. (1996) · Neurosurgery · doi:10.1097/00006123-199603000-00024 · Cited by 133 · see citing works
Ziegler, W. (1997) · Neuropsychologia · doi:10.1016/s0028-3932(97)00040-7 · Cited by 121 · see citing works
Lu, J., Zhao, Z., Zhang, J., Wu, B., Zhu, Y., Chang, E. F., Wu, J., Duffau, H., & Berger, M. S. (2021) · Brain · doi:10.1093/brain/awab125 · Cited by 109 · see citing works
Ruan, J., Bludau, S., Palomero‐Gallagher, N., Caspers, S., Mohlberg, H., Eickhoff, S. B., Seitz, R. J., & Amunts, K. (2018) · Brain Structure and Function · doi:10.1007/s00429-018-1738-6 · Cited by 107 · see citing works
A speech planning network for interactive language use
Castellucci, G. A., Kovach, C. K., Howard, M. A., Greenlee, J. D. W., & Long, M. A. (2022) · Nature · doi:10.1038/s41586-021-04270-z · Cited by 102 · see citing works
Language prediction mechanisms in human auditory cortex
Forseth, K. J., Hickok, G. S., Rollo, P. S., & Tandon, N. (2020) · Nature Communications · doi:10.1038/s41467-020-19010-6 · Cited by 97 · see citing works
Self-citationMugler, E. M., Tate, M. C., Livescu, K., Templer, J. W., Goldrick, M. A., & Slutzky, M. W. (2018) · The Journal of Neuroscience · doi:10.1523/jneurosci.1206-18.2018 · Cited by 96 · see citing works
Pieters, T. A., Conner, C. R., & Tandon, N. (2013) · Journal of neurosurgery · doi:10.3171/2013.2.jns121450 · Cited by 87 · see citing works
Self-citationBrendel, B., Hertrich, I., Erb, M., Lindner, A., Riecker, A., Grodd, W., & Ackermann, H. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.01.039 · Cited by 81 · see citing works
Kermadi, I. (1997) · Somatosensory & Motor Research · doi:10.1080/08990229770980 · Cited by 79 · see citing works
The supplementary motor area syndrome: a neurosurgical review
Pinson, H., Lerbeirghe, J. V., Vanhauwaert, D. J., Damme, O. V., Hallaert, G., & Kalala, J.-P. (2021) · Neurosurgical Review · doi:10.1007/s10143-021-01566-6 · Cited by 72 · see citing works
Oblique trajectory angles in robotic stereo-electroencephalography
Rollo, P. S., Rollo, M. J., Zhu, P., et al. (2020) · Journal of neurosurgery · doi:10.3171/2020.5.jns20975 · Cited by 65 · see citing works
Self-citationSpeech map in the human ventral sensory-motor cortex
Conant, D. F., Bouchard, K. E., & Chang, E. F. (2013) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2013.08.015 · Cited by 63 · see citing works
Uncovering the functional anatomy of the human insula during speech
Woolnough, O., Forseth, K. J., Rollo, P. S., & Tandon, N. (2019) · eLife · doi:10.7554/elife.53086 · Cited by 61 · see citing works
Self-citationDevelopmental stuttering and the role of the supplementary motor cortex
Busan, P. (2020) · Journal of Fluency Disorders · doi:10.1016/j.jfludis.2020.105763 · Cited by 52 · see citing works
Surface-based mixed effects multilevel analysis of grouped human electrocorticography
Kadipasaoglu, C. M., Baboyan, V. G., Conner, C. R., Chen, G., Saad, Z. S., & Tandon, N. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.07.006 · Cited by 51 · see citing works
Self-citationWhich motor cortical region best predicts imagined movement?
Park, C.-H., Chang, W. H., Lee, M., Kwon, G. H., Kim, L., Kim, S. T., & Kim, Y.-H. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.03.033 · Cited by 49 · see citing works
Degeneracy and Redundancy in Active Inference
Sajid, N., Parr, T., Hope, T. M., Price, C. J., & Friston, K. J. (2020) · Cerebral Cortex · doi:10.1093/cercor/bhaa148 · Cited by 49 · see citing works
Nakajima, R., Kinoshita, M., Yahata, T., & Nakada, M. (2019) · Journal of neurosurgery · doi:10.3171/2018.10.jns182391 · Cited by 45 · see citing works
An oscillating computational model can track pseudo-rhythmic speech by using linguistic predictions
ten Oever, S., & Martin, A. E. (2021) · eLife · doi:10.7554/elife.68066 · Cited by 45 · see citing works
Category Specific Spatial Dissociations of Parallel Processes Underlying Visual Naming
Conner, C. R., Chen, G., Pieters, T. A., & Tandon, N. (2013) · Cerebral Cortex · doi:10.1093/cercor/bht130 · Cited by 41 · see citing works
Self-citationNetwork dynamics of Broca’s area during word selection
Conner, C. R., Kadipasaoglu, C. M., Shouval, H. Z., Hickok, G. S., & Tandon, N. (2019) · PLoS ONE · doi:10.1371/journal.pone.0225756 · Cited by 39 · see citing works
Self-citationA Spatiotemporal Map of Reading Aloud
Woolnough, O., Donos, C., Curtis, A., Rollo, P. S., Roccaforte, Z. J., Dehaene, S., Fischer‐Baum, S., & Tandon, N. (2022) · Journal of Neuroscience · doi:10.1523/jneurosci.2324-21.2022 · Cited by 37 · see citing works
Self-citationSailor, J., Meyerand, M. E., Moritz, C. H., et al. (2003) · PubMed · Cited by 31 · see citing works
McArdle, J. J., Mari, Z., Pursley, R., Schulz, G., & Braun, A. (2008) · Clinical Neurophysiology · doi:10.1016/j.clinph.2008.10.159 · Cited by 29 · see citing works
The Bereitschaftspotential Preceding the Act of Speaking. Also an Analysis of Artifacts
Grözinger, B., Kornhuber, H. H., Kriebel, J., Szirtes, J., & Westphal, K. P. (1980) · Progress in brain research · doi:10.1016/s0079-6123(08)61705-7 · Cited by 26 · see citing works
Supplementary motor area aphasia revisited
Ardila, A. (2020) · Journal of Neurolinguistics · doi:10.1016/j.jneuroling.2020.100888 · Cited by 20 · see citing works
Loss of regional accent after damage to the speech production network
Berthier, M. L., Dávila, G., Moreno‐Torres, I., Beltrán‐Corbellini, Á., Santana-Moreno, D., Roé-Vellvé, N., Thurnhofer‐Hemsi, K., Torres‐Prioris, M. J., Massone, M. I., & Ruiz‐Cruces, R. (2015) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2015.00610 · Cited by 18 · see citing works
Cortical mapping by electrical stimulation of subdural electrodes: language areas
Tandon, N. (2008) · CRC Press eBooks · doi:10.3109/9780203091708-118 · Cited by 14 · see citing works
Self-citationThe Neurophysiology and Evolution of the Speech Rhythm
Ghazanfar, A. A., & Poeppel, D. (2014) · The Cognitive Neurosciences · doi:10.7551/mitpress/9504.003.0069 · Cited by 12 · see citing works
Beyond Broca: Neural Architecture and Evolution of a Dual Motor Speech Coordination SystemPreprint
Hickok, G. S., Venezia, J. H., & Teghipco, A. (2021) · doi:10.31234/osf.io/tewna · Cited by 9 · see citing works
Bernabei, J. M., Arnold, T. C., Shah, P., et al. (2020) · medRxiv · doi:10.1101/2020.12.02.20242669 · Cited by 5 · see citing works
Author response: Entrainment and maintenance of an internal metronome in supplementary motor area
Cadena-Valencia, J., García‐Garibay, O., Merchant, H., et al. (2018) · doi:10.7554/elife.38983.028 · Cited by 2 · see citing works
Flagged first, then by citations
Research works printed but not linked: 12
- was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint (which this version posted April 4, 2023. ; https://doi.org/10.1101/2023.04.04.535557 doi: bioRxiv preprint
- Dale, A. M., Fischl, B., & Sereno, M. I. (1999). Cortical surface-based analysis. I. Segmentation and surface reconstruction. NeuroImage, 9(2), 179-194. https://doi.org/10.1006/nimg.1998.0395 · DOI · Paper page
- was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint (which this version posted April 4, 2023. ; https://doi.org/10.1101/2023.04.04.535557 doi: bioRxiv preprint
- Forseth, K. J., Pitkow, X., Fischer-Baum, S., & Tandon, N. (2021). What The Brain Does As We Speak (p. 2021.02.05.429841). bioRxiv. https://doi.org/10.1101/2021.02.05.429841 · DOI
- Guenther, F. H. (2016). Neural Control of Speech. MIT Press.
- Hayes, B. (2011). Introductory Phonology. John Wiley & Sons.
- Hickok, G. (2012). Computational neuroanatomy of speech production. Nature Reviews Neuroscience, 13(2), 135-145. https://doi.org/10.1038/nrn3158 · DOI · Paper page
- was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint (which this version posted April 4, 2023. ; https://doi.org/10.1101/2023.04.04.535557 doi: bioRxiv preprint
- was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint (which this version posted April 4, 2023. ; https://doi.org/10.1101/2023.04.04.535557 doi: bioRxiv preprint
- McGraw Hill.
- Zentner, J., Hufnagel, A., Pechstein, U., Wolf, H. K., & Schramm, J. (1996). Functional results after resective procedures involving the supplementary motor area. Journal of Neurosurgery, 85(4), 542-549. https://doi.org/10.3171/jns.1996.85.4.0542 · DOI
- was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
Cited by
Sorted by citations
Silva, A. B., Littlejohn, K. T., Liu, J. R., Moses, D. A., & Chang, E. F. (2024) · Nature Reviews Neuroscience · doi:10.1038/s41583-024-00819-9 · Cited by 103 · see citing works
“A recent non-peer-reviewed preprint found that neural populations in the SMA are among the earliest predictors of speech onset and may remain strongly activated in imagined and attempted speech 170 .”
- Authors
- Bullock, L., Forseth, K. J., Woolnough, O., Rollo, P. S., & Tandon, N.
- Affiliations
- The University of Texas Health Science Center at Houston (US)
- University of California San Diego (US)
- Memorial Hermann (US)
- Corresponding author
- Tandon, Nitin
- Venue
- bioRxiv (Cold Spring Harbor Laboratory)
- Publisher
- openRxiv
- Published
- 2023-04-04
- OpenAlex
- W4362528251
- Cited by
- 2
- References
- 72
- Citations by year
- 2024: 2
- Type
- posted content
- Language
- en
- Open access
- green
- doi.org
- Locations
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
- Funders
- University of Texas System
- National Institutes of Health (NIH-R01)
- National Institute on Deafness and Other Communication Disorders (R01DC014589)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Phonetics and Phonology Research
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Keywords
- supplementary motor area, speech initiation, speech production, intracranial EEG, response time prediction, ventral premotor cortex, primary motor cortex, picture naming, epilepsy patients
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