Canonical Organization of Layer 1 Neuron-Led Cortical Inhibitory and Disinhibitory Interneuronal Circuits
Open accessAbstract
Interneurons play a key role in cortical function and dysfunction, yet organization of cortical interneuronal circuitry remains poorly understood. Cortical Layer 1 (L1) contains 2 general GABAergic interneuron groups, namely single bouquet cells (SBCs) and elongated neurogliaform cells (ENGCs). SBCs predominantly make unidirectional inhibitory connections (SBC→) with L2/3 interneurons, whereas ENGCs frequently form reciprocal inhibitory and electric connections (ENGC↔) with L2/3 interneurons. Here, we describe a systematic investigation of the pyramidal neuron targets of L1 neuron-led interneuronal circuits in the rat barrel cortex with simultaneous octuple whole-cell recordings and report a simple organizational scheme of the interneuronal circuits. Both SBCs→ and ENGC ↔ L2/3 interneuronal circuits connect to L2/3 and L5, but not L6, pyramidal neurons. SBC → L2/3 interneuronal circuits primarily inhibit the entire dendritic-somato-axonal axis of a few L2/3 and L5 pyramidal neurons located within the same column. In contrast, ENGC ↔ L2/3 interneuronal circuits generally inhibit the distal apical dendrite of many L2/3 and L5 pyramidal neurons across multiple columns. Finally, L1 interneuron-led circuits target distinct subcellular compartments of L2/3 and L5 pyramidal neurons in a L2/3 interneuron type-dependent manner. These results suggest that L1 neurons form canonical interneuronal circuits to control information processes in both supra- and infragranular cortical layers.
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?
In rodent layer 1, high-throughput electrophysiology found two interneuron types and two canonical pathways involving feedforward interneuron-to-interneuron connections.
“Moreover, when assessing layer 1 canonical inhibitory pathways in rodent with high throughput electrophysiology capable of sampling all cell types in layer 1, Lee at al.42 found two interneuron types and two canonical pathways involving feed forward interneuron-to-interneuron connections.”
From Transcriptomic and morphophysiological evidence for a specialized human cortical GABAergic cell type (2018) · cites this paper as [42]
Focal intralayer inhibition restricted by the compact axonal arbor of RCs to distal dendrites of a column of pyramidal cells is missing from the rodent; instead, mouse feedforward inhibitory connections are vertically spread to all somatodendritic domains.
“Furthermore, focal intralayer inhibition restricted by the compact axonal arbor of RCs to distal dendrites of a column of pyramidal cells is also missing from the rodent; rather, mouse feedforward inhibitory connections are vertically spread to all somatodendritic domains42.”
From Transcriptomic and morphophysiological evidence for a specialized human cortical GABAergic cell type (2018) · cites this paper as [42]
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
Interneurons of the neocortical inhibitory system
Markram, H., Toledo-Rodriguez, M., Wang, Y., Gupta, A., Silberberg, G., & Wu, C. (2004) · Nature Reviews Neuroscience · doi:10.1038/nrn1519 · Cited by 2,954 · see citing works
Petilla terminology: nomenclature of features of GABAergic interneurons of the cerebral cortex
The Petilla Interneuron Nomenclature Group (PING) (2008) · Nature Reviews Neuroscience · doi:10.1038/nrn2402 · Cited by 1,491 · see citing works
Pfeffer, C. K., Xue, M., He, M., Huang, Z. J., & Scanziani, M. (2013) · Nature Neuroscience · doi:10.1038/nn.3446 · Cited by 1,353 · see citing works
A new cellular mechanism for coupling inputs arriving at different cortical layers
Larkum, M. E., Zhu, J. J., & Sakmann, B. (1999) · Nature · doi:10.1038/18686 · Cited by 1,180 · see citing works
Cortical interneurons that specialize in disinhibitory control
Pi, H.-J., Hangya, B., Kvitsiani, D., Sanders, J. I., Huang, Z. J., & Kepecs, A. (2013) · Nature · doi:10.1038/nature12676 · Cited by 1,136 · see citing works
Regulation of clock and NPAS2 DNA binding by the redox state of NAD cofactors
Rutter, J., Reick, M., Wu, L. C., & McKnight, S. L. (2001) · Science · doi:10.1126/science.1060698 · Cited by 1,059 · see citing works
The subcellular organization of neocortical excitatory connections
Petreanu, L., Mao, T., Sternson, S. M., & Svoboda, K. (2009) · Nature · doi:10.1038/nature07709 · Cited by 1,047 · see citing works
Markram, H., Lübke, J., Frotscher, M., Roth, A., & Sakmann, B. (1997) · The Journal of Physiology · doi:10.1113/jphysiol.1997.sp022031 · Cited by 960 · see citing works
The columnar organization of the neocortex.
Mountcastle, V. B. (1997) · Brain : a journal of neurology · doi:10.1093/brain/120.4.701 · Cited by 941 · see citing works
Brain States: Top-Down Influences in Sensory Processing
Gilbert, C. D., & Sigman, M. (2007) · Neuron · doi:10.1016/j.neuron.2007.05.019 · Cited by 936 · see citing works
A disinhibitory microcircuit for associative fear learning in the auditory cortex
Letzkus, J. J., Wolff, S. B. E., Meyer, E. M. M., Tovote, P., Courtin, J., Herry, C., & Lüthi, A. (2011) · Nature · doi:10.1038/nature10674 · Cited by 840 · see citing works
Parallel processing strategies of the primate visual system
Nassi, J. J., & Callaway, E. M. (2009) · Nature Reviews Neuroscience · doi:10.1038/nrn2619 · Cited by 802 · see citing works
Fast Backprojections from the Motion to the Primary Visual Area Necessary for Visual Awareness
Pascual-Leone, A., & Walsh, V. (2001) · Science · doi:10.1126/science.1057099 · Cited by 761 · see citing works
A cellular mechanism for cortical associations: an organizing principle for the cerebral cortex
Larkum, M. (2013) · Trends in Neurosciences · doi:10.1016/j.tins.2012.11.006 · Cited by 755 · see citing works
The Functional Organization of the Barrel Cortex
Petersen, C. C. H. (2007) · Neuron · doi:10.1016/j.neuron.2007.09.017 · Cited by 732 · see citing works
Dendritic Excitability and Synaptic Plasticity
Sjöström, P. J., Rancz, E. A., Roth, A., & Häusser, M. (2008) · Physiological Reviews · doi:10.1152/physrev.00016.2007 · Cited by 721 · see citing works
Synaptic integration in tuft dendrites of layer 5 pyramidal neurons: a new unifying principle
Larkum, M. E., Nevian, T., Sandler, M., Polsky, A., & Schiller, J. (2009) · Science · doi:10.1126/science.1171958 · Cited by 677 · see citing works
Thalamocortical responses of mouse somatosensory (barrel) cortexin vitro
Agmon, A., & Connors, B. W. (1991) · Neuroscience · doi:10.1016/0306-4522(91)90333-j · Cited by 673 · see citing works
Interaction of sensory responses with spontaneous depolarization in layer 2/3 barrel cortex
Petersen, C. C. H., Hahn, T. T. G., Mehta, M. R., Grinvald, A., & Sakmann, B. J. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2235811100 · Cited by 673 · see citing works
Feldmeyer, D., Lübke, J., Silver, R. A., & Sakmann, B. (2002) · The Journal of Physiology · doi:10.1113/jphysiol.2001.012959 · Cited by 656 · see citing works
Top-down signal from prefrontal cortex in executive control of memory retrieval
Tomita, H., Ohbayashi, M., Nakahara, K., Hasegawa, I., & Miyashita, Y. (1999) · Nature · doi:10.1038/44372 · Cited by 615 · see citing works
Nonlinear dendritic integration of sensory and motor input during an active sensing task
Xu, N.-L., Harnett, M. T., Williams, S. R., Huber, D., O’Connor, D. H., Svoboda, K., & Magee, J. C. (2012) · Nature · doi:10.1038/nature11601 · Cited by 548 · see citing works
The pulvinar and visual salience
Robinson, D. L., & Petersen, S. E. (1992) · Trends in Neurosciences · doi:10.1016/0166-2236(92)90354-b · Cited by 469 · see citing works
Mechanisms of top-down attention
Baluch, F., & Itti, L. (2011) · Trends in Neurosciences · doi:10.1016/j.tins.2011.02.003 · Cited by 437 · see citing works
The Contribution of Noise to Contrast Invariance of Orientation Tuning in Cat Visual Cortex
Anderson, J. S., Lampl, I., Gillespie, D. C., & Ferster, D. (2000) · Science · doi:10.1126/science.290.5498.1968 · Cited by 422 · see citing works
Identified sources and targets of slow inhibition in the neocortex
Tamás, G., Simon, A. L., & Szabadics, J. (2003) · Science · doi:10.1126/science.1082053 · Cited by 359 · see citing works
Mapping the Matrix: The Ways of Neocortex
Douglas, R. J., & Martin, K. A. C. (2007) · Neuron · doi:10.1016/j.neuron.2007.10.017 · Cited by 355 · see citing works
The organization of two new cortical interneuronal circuits
Jiang, X., Wang, G., Lee, A. J., Stornetta, R. L., & Zhu, J. J. (2013) · Nature Neuroscience · doi:10.1038/nn.3305 · Cited by 338 · see citing works
Self-citationFritschy, J., Weinmann, O., Wenzel, A., & Benke, D. (1998) · The Journal of Comparative Neurology · doi:10.1002/(sici)1096-9861(19980112)390:2 · Cited by 321 · see citing works
Intrinsic Firing Patterns and Whisker-Evoked Synaptic Responses of Neurons in the Rat Barrel Cortex
Zhu, J., & Connors, B. W. (1999) · Journal of Neurophysiology · doi:10.1152/jn.1999.81.3.1171 · Cited by 308 · see citing works
Brecht, M., Roth, A., & Sakmann, B. J. (2003) · The Journal of Physiology · doi:10.1113/jphysiol.2003.044222 · Cited by 294 · see citing works
The Cellular Basis of GABA <sub>B</sub> -Mediated Interhemispheric Inhibition
Palmer, L. M., Schulz, J. M., Murphy, S. C., Ledergerber, D., Murayama, M., & Larkum, M. E. (2012) · Science · doi:10.1126/science.1217276 · Cited by 284 · see citing works
Development of GABA innervation in the cerebral and cerebellar cortices
Huang, Z. J., Cristo, G. D., & Ango, F. (2007) · Nature reviews. Neuroscience · doi:10.1038/nrn2188 · Cited by 281 · see citing works
Zhang, Z., & Deschênes, M. (1997) · Journal of Neuroscience · doi:10.1523/jneurosci.17-16-06365.1997 · Cited by 279 · see citing works
Regulation by gastric acid of the processing of progastrin‐derived peptides in rat antral mucosa
Macro, J. A., Bate, G. W., Varró, A., Vaillant, C., Seidah, N. G., Dimaline, R., & Dockray, G. J. (1997) · The Journal of Physiology · doi:10.1111/j.1469-7793.1997.409bk.x · Cited by 257 · see citing works
Larkum, M. E., & Zhu, J. (2002) · Journal of Neuroscience · doi:10.1523/jneurosci.22-16-06991.2002 · Cited by 249 · see citing works
The columnar and laminar organization of inhibitory connections to neocortical excitatory cells
Kätzel, D., Zemelman, B. V., Buetfering, C., Wölfel, M., & Miesenböck, G. (2011) · Nature Neuroscience · doi:10.1038/nn.2687 · Cited by 241 · see citing works
Shepherd, G. M. (2005) · Journal of Neuroscience · doi:10.1523/jneurosci.1173-05.2005 · Cited by 236 · see citing works
Gating and control of primary visual cortex by pulvinar
Purushothaman, G., Marion, R., Li, K., & Casagrande, V. A. (2012) · Nature Neuroscience · doi:10.1038/nn.3106 · Cited by 236 · see citing works
Consciousness and Attention: On Sufficiency and Necessity
van Boxtel, J. J. A., Tsuchiya, N., & Christof Koch, A. (2010) · Frontiers in Psychology · doi:10.3389/fpsyg.2010.00217 · Cited by 236 · see citing works
Kubota, Y., Shigematsu, N., Karube, F., Sekigawa, A., Kato, S., Yamaguchi, N., Hirai, Y., Morishima, M., & Kawaguchi, Y. (2011) · Cerebral Cortex · doi:10.1093/cercor/bhq252 · Cited by 235 · see citing works
Waters, J., Larkum, M. E., Sakmann, B. J., & Helmchen, F. (2003) · Journal of Neuroscience · doi:10.1523/jneurosci.23-24-08558.2003 · Cited by 227 · see citing works
Chapter 3 The Developmental Integration of Cortical Interneurons into a Functional Network
Batista‐Brito, R., & Fishell, G. (2009) · Current Topics in Developmental Biology · doi:10.1016/s0070-2153(09)01203-4 · Cited by 223 · see citing works
de Kock, C. P. J., & Sakmann, B. J. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0904143106 · Cited by 219 · see citing works
Thalamic Input to Distal Apical Dendrites in Neocortical Layer 1 Is Massive and Highly Convergent
Rubio‐Garrido, P., Pérez-de-Manzo, F., Porrero, C., Galazo, M. J., & Clascá, F. (2009) · Cerebral Cortex · doi:10.1093/cercor/bhn259 · Cited by 219 · see citing works
Laminar specificity of functional input to distinct types of inhibitory cortical neurons
Xu, X., & Callaway, E. M. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.4104-08.2009 · Cited by 218 · see citing works
Thalamic control of layer 1 circuits in prefrontal cortex
Cruikshank, S. J., Ahmed, O. J., Stevens, T. R., Patrick, S. L., Gonzalez, A. N., Elmaleh, M., & Connors, B. W. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.3231-12.2012 · Cited by 212 · see citing works
Manns, I. D., Sakmann, B., & Brecht, M. (2004) · Journal of Physiology · doi:10.1113/jphysiol.2003.053132 · Cited by 195 · see citing works
Influence of Dendritic Conductances on the Input-Output Properties of Neurons
Reyes, A. D. (2001) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.24.1.653 · Cited by 188 · see citing works
van Gaal, S., & Lamme, V. A. F. (2012) · The Neuroscientist · doi:10.1177/1073858411404079 · Cited by 181 · see citing works
Fine-tuning of pre-balanced excitation and inhibition during auditory cortical development
Sun, Y. J., Wu, G. K., Liu, B.-H., Li, P., Zhou, M., Xiao, Z., Tao, H. W., & Zhang, L. I. (2010) · Nature · doi:10.1038/nature09079 · Cited by 180 · see citing works
Untangling GABAergic wiring in the cortical microcircuit
Kubota, Y. (2014) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2013.10.003 · Cited by 172 · see citing works
Synaptic interactions of late-spiking neocortical neurons in layer 1
Chu, Z., Galarreta, M., & Hestrin, S. (2003) · The Journal of Neuroscience · doi:10.1523/jneurosci.23-01-00096.2003 · Cited by 172 · see citing works
Szabadics, J., Tamás, G., & Soltesz, I. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0707204104 · Cited by 170 · see citing works
Zhu, J. (2000) · The Journal of Physiology · doi:10.1111/j.1469-7793.2000.00571.x · Cited by 170 · see citing works
Meyer, H. S., Wimmer, V. C., Oberlaender, M., de Kock, C. P. J., Sakmann, B., & Helmstaedter, M. (2010) · Cerebral Cortex · doi:10.1093/cercor/bhq067 · Cited by 170 · see citing works
Cauller, L., & Kulics, A. T. (1991) · Experimental Brain Research · doi:10.1007/bf00230973 · Cited by 147 · see citing works
Action Potentials in Basal and Oblique Dendrites of Rat Neocortical Pyramidal Neurons
Antic, S. D. (2003) · The Journal of Physiology · doi:10.1113/jphysiol.2002.033746 · Cited by 134 · see citing works
Two Types of Nicotinic Receptors Mediate an Excitation of Neocortical Layer I Interneurons
Christophe, E., Roebuck, A., Staiger, J. F., Lavery, D. J., Charpak, S., & Audinat, E. (2002) · Journal of Neurophysiology · doi:10.1152/jn.2002.88.3.1318 · Cited by 130 · see citing works
Wozny, C., & Williams, S. R. (2011) · Cerebral Cortex · doi:10.1093/cercor/bhq257 · Cited by 129 · see citing works
Zhu, Y., Stornetta, R. L., & Zhu, J. J. (2004) · The Journal of Neuroscience · doi:10.1523/jneurosci.0544-04.2004 · Cited by 125 · see citing works
Self-citationGonchar, Y., & Burkhalter, A. (2003) · The Journal of Neuroscience · doi:10.1523/jneurosci.23-34-10904.2003 · Cited by 114 · see citing works
Kühn, B., Denk, W. T., & Bruno, R. M. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0802462105 · Cited by 102 · see citing works
Functional Organization of the Visual Cortex
Gilbert, C. D., & Wiesel, T. N. (1983) · Progress in brain research · doi:10.1016/s0079-6123(08)60022-9 · Cited by 93 · see citing works
Zhu, Y., & Zhu, J. (2004) · Journal of Neuroscience · doi:10.1523/jneurosci.4805-03.2004 · Cited by 85 · see citing works
Yuen, E. Y., & Yan, Z. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.5050-08.2009 · Cited by 81 · see citing works
Kielland, A., Bochorishvili, G., Corson, J. A., Zhang, L., Rosin, D. L., Heggelund, P., & Zhu, J. (2009) · Neuron · doi:10.1016/j.neuron.2009.03.001 · Cited by 68 · see citing works
Tamás, G., Szabadics, J., & Somogyi, P. (2002) · Journal of Neuroscience · doi:10.1523/jneurosci.22-03-00740.2002 · Cited by 65 · see citing works
Development of Layer 1 Neurons in the Mouse Neocortex
Ma, J., Yao, X.-H., Fu, Y., & Yu, Y. (2013) · Cerebral Cortex · doi:10.1093/cercor/bht114 · Cited by 57 · see citing works
Craig, M. T., & McBain, C. J. (2013) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2013.10.002 · Cited by 49 · see citing works
Ito, M. (1992) · The Journal of Physiology · doi:10.1113/jphysiol.1992.sp019263 · Cited by 48 · see citing works
Activity Level-Dependent Synapse-Specific AMPA Receptor Trafficking Regulates Transmission Kinetics
Zhu, J. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.4630-08.2009 · Cited by 38 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Palmer LM, Schulz JM, Murphy SC, Ledergerber D, Murayama M, Larkum ME. 2012. The cellular basis of GABAB-mediated interhemispheric inhibition. Science. 335:989–993. [DOI] [PubMed] [Google Scholar]
Cited by
Sorted by citations
Principles of connectivity among morphologically defined cell types in adult neocortex
Jiang, X., Shen, S., Cadwell, C. R., Berens, P., Sinz, F., Ecker, A. S., Patel, S., & Tolias, A. S. (2015) · Science · doi:10.1126/science.aac9462 · Cited by 908 · see citing works
Self-citationTranscriptomic and morphophysiological evidence for a specialized human cortical GABAergic cell type
Boldog, E., Bakken, T. E., Hodge, R. D., Novotny, M., Aevermann, B. D., Baka, J., Bordé, S., Close, J. L., Diez-Fuertes, F., Ding, S.-L., et al. (2018) · Nature Neuroscience · doi:10.1038/s41593-018-0205-2 · Cited by 291 · see citing works
Four Unique Interneuron Populations Reside in Neocortical Layer 1
Schuman, B., Machold, R. P., Hashikawa, Y., Fuzik, J., Fishell, G. J., & Rudy, B. (2019) · The Journal of Neuroscience · doi:10.1523/jneurosci.1613-18.2018 · Cited by 184 · see citing works
“8C; 72%, n 13/18 connections tested), similar to what has been reported for NGFCs in L2/3 (Szabadics et al., 2007), as well as for those in L1 in some studies (Lee et al., 2015).”
BackgroundResultNeuronal circuits in barrel cortex for whisker sensory perception
Staiger, J. F., & Petersen, C. C. H. (2021) · Physiological Reviews · doi:10.1152/physrev.00019.2019 · Cited by 165 · see citing works
Neocortical Layer 1: an elegant solution to top-down and bottom-up integration
Schuman, B., Dellal, S., Prönneke, A., Machold, R., & Rudy, B. (2021) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-100520-012117 · Cited by 148 · see citing works
Complementary networks of cortical somatostatin interneurons enforce layer specific control
Naka, A., Veit, J., Shababo, B., Chance, R. K., Risso, D., Stafford, D., Snyder, B., Egladyous, A., Chu, D., Sridharan, S., et al. (2019) · eLife · doi:10.7554/elife.43696 · Cited by 117 · see citing works
Layer I Interneurons Sharpen Sensory Maps during Neonatal Development
Che, A., Babij, R., Iannone, A. F., Fetcho, R. N., Ferrer, M., Liston, C., Fishell, G., & De Marco García, N. V. (2018) · Neuron · doi:10.1016/j.neuron.2018.06.002 · Cited by 91 · see citing works
Cognitive functions of intracellular mechanisms for contextual amplification
Phillips, W. A. (2017) · Brain and Cognition · doi:10.1016/j.bandc.2015.09.005 · Cited by 62 · see citing works
- Authors
- Lee, A. J., Wang, G., Jiang, X., Johnson, S. M., Hoang, E. T., Lanté, F., Stornetta, R. L., Beenhakker, M. P., Shen, Y., & Julius Zhu, J.
- Affiliations
- University of Virginia (US)
- Zhejiang University (CN)
- Corresponding author
- Lee, Alice J.
- ORCID
- Venue
- Cerebral Cortex
- Publisher
- Oxford University Press (OUP)
- Published
- 2014-02-18
- Volume
- 25
- Issue
- 8
- Pages
- 2114-2126
- ISSN
- 1047-3211 (ISSN-L)
- 1460-2199
- PMC
- PMC4494026
- OpenAlex
- W2104708771
- Cited by
- 94
- References
- 72
- Citations by year
- 2026: 6 · 2025: 3 · 2024: 8 · 2023: 7 · 2022: 5 · 2021: 12 · 2020: 7 · 2019: 5 · 2018: 9 · 2017: 7 · 2016: 14 · 2015: 10 · 2014: 1
- FWCI
- 4.88
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Cerebral Cortex (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute of Neurological Disorders and Stroke (R01NS091452)
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neuropharmacology Research
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Keywords
- pyramidal neurons, GABAergic inhibition, disinhibition, barrel cortex, dendritic inhibition, subcellular targeting
- MeSH terms
- Animals, Female, Interneurons, Male, Microscopy, Electron, Neural Inhibition, Neural Pathways, Somatosensory Cortex, Synapses, Vibrissae, Rats, Sprague-Dawley, Pyramidal Cells, Patch-Clamp Techniques, Tissue Culture Techniques
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