Representation of retrieval confidence by single neurons in the human medial temporal lobe
Open accessAbstract
Memory-based decisions are often accompanied by an assessment of choice certainty, but the mechanisms of such confidence judgments remain unknown. We studied the response of 1,065 individual neurons in the human hippocampus and amygdala while neurosurgical patients made memory retrieval decisions together with a confidence judgment. Combining behavioral, neuronal and computational analysis, we identified a population of memory-selective (MS) neurons whose activity signaled stimulus familiarity and confidence, as assessed by subjective report. In contrast, the activity of visually selective (VS) neurons was not sensitive to memory strength. The groups further differed in response latency, tuning and extracellular waveforms. The information provided by MS neurons was sufficient for a race model to decide stimulus familiarity and retrieval confidence. Together, our results indicate a trial-by-trial relationship between a specific group of neurons and declared memory strength in humans. We suggest that VS and MS neurons are a substrate for declarative memories.
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?
Recent fMRI evidence suggests similar population-level representations of uncertainty in visual working memory, and single unit activity in human hippocampus predicts retrieval confidence levels.
“Recent fMRI evidence suggests similar population-level representations of uncertainty in visual working memory (Li et al. 2021), and single unit activity in the human hippocampus predicts retrieval confidence levels (Rutishauser et al. 2015).”
From Metacognition and Confidence: A Review and Synthesis (2024) · cites this paper as Rutishauser et al. 2015
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
Ratcliff, R. (1978) · Psychological Review · doi:10.1037/0033-295x.85.2.59 · Cited by 4,513 · see citing works
The Neural Basis of Decision Making
Gold, J. I., & Shadlen, M. N. (2007) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.29.051605.113038 · Cited by 3,764 · see citing works
Simple memory: a theory for archicortex
Marr, D. (1971) · Philosophical Transactions of the Royal Society of London. B, Biological Sciences · doi:10.1098/rstb.1971.0078 · Cited by 2,771 · see citing works
Squire, L. R., Stark, C. E. L., & Clark, R. E. (2004) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.27.070203.144130 · Cited by 2,680 · see citing works
Bogacz, R., Brown, E., Moehlis, J., Holmes, P. J., & Cohen, J. D. (2006) · Psychological Review · doi:10.1037/0033-295x.113.4.700 · Cited by 1,845 · see citing works
Olejnik, S., & Algina, J. (2003) · Psychological Methods · doi:10.1037/1082-989x.8.4.434 · Cited by 1,622 · see citing works
Logothetis, N. K., & Sheinberg, D. L. (1996) · Annual Review of Neuroscience · doi:10.1146/annurev.ne.19.030196.003045 · Cited by 1,360 · see citing works
Macmillan, N. A., & Creelman, C. D. (2004) · doi:10.4324/9781410611147 · Cited by 1,269 · see citing works
Harris, K. D., Henze, D. A., Csicsvari, J. L., Hirase, H., & Buzsáki, G. (2000) · Journal of Neurophysiology · doi:10.1152/jn.2000.84.1.401 · Cited by 1,153 · see citing works
A relationship between behavioral choice and the visual responses of neurons in macaque MT
Britten, K. H., Newsome, W. T., Shadlen, M. N., Celebrini, S., & Movshon, J. A. (1996) · Visual Neuroscience · doi:10.1017/s095252380000715x · Cited by 1,049 · see citing works
Representation of Confidence Associated with a Decision by Neurons in the Parietal Cortex
Kiani, R., & Shadlen, M. N. (2009) · Science · doi:10.1126/science.1169405 · Cited by 1,027 · see citing works
Dual-process theory and signal-detection theory of recognition memory.
Wixted, J. (2007) · Psychology Review · doi:10.1037/0033-295x.114.1.152 · Cited by 979 · see citing works
A comparison of current measures of the accuracy of feeling-of-knowing predictions
Nelson, T. O. (1984) · Psychological Bulletin · doi:10.1037/0033-2909.95.1.109 · Cited by 976 · see citing works
Neural correlates, computation and behavioural impact of decision confidence
Kepecs, A., Uchida, N., Zariwala, H. A., & Mainen, Z. F. (2008) · Nature · doi:10.1038/nature07200 · Cited by 809 · see citing works
Extracting information from neuronal populations: information theory and decoding approaches
Quiroga, R. Q., & Panzeri, S. (2009) · Nature reviews. Neuroscience · doi:10.1038/nrn2578 · Cited by 799 · see citing works
Learning and memory : a comprehensive reference
Byrne, J. (2008) · Elsevier eBooks · doi:10.1016/c2009-1-03733-2 · Cited by 779 · see citing works
A retrieval theory of priming in memory.
Ratcliff, R., & McKoon, G. (1988) · Psychological Review · doi:10.1037/0033-295x.95.3.385 · Cited by 748 · see citing works
Differential attention-dependent response modulation across cell classes in macaque visual area V4
Mitchell, J. F., Sundberg, K. A., & Reynolds, J. H. (2007) · Neuron · doi:10.1016/j.neuron.2007.06.018 · Cited by 665 · see citing works
Quantitative measures of cluster quality for use in extracellular recordings
Schmitzer-Torbert, N. C., Jackson, J. C., Henze, D. A., Harris, K., & Redish, A. D. (2005) · Neuroscience · doi:10.1016/j.neuroscience.2004.09.066 · Cited by 642 · see citing works
Human memory strength is predicted by theta-frequency phase-locking of single neurons
Rutishauser, U., Ross, I. B., Mamelak, A. N., & Schuman, E. M. (2010) · Nature · doi:10.1038/nature08860 · Cited by 622 · see citing works
Self-citationAction potential initiation and propagation in rat neocortical pyramidal neurons
Stuart, G. J., Schiller, J., & Sakmann, B. J. (1997) · The Journal of Physiology · doi:10.1111/j.1469-7793.1997.617ba.x · Cited by 585 · see citing works
Category-specific visual responses of single neurons in the human medial temporal lobe
Kreiman, G., Christof Koch, A., & Fried, I. (2000) · Nature Neuroscience · doi:10.1038/78868 · Cited by 547 · see citing works
Single Neuron Activity in Human Hippocampus and Amygdala during Recognition of Faces and Objects
Fried, I., Macdonald, K. A., & Wilson, C. L. (1997) · Neuron · doi:10.1016/s0896-6273(00)80315-3 · Cited by 542 · see citing works
Global matching models of recognition memory: How the models match the data
Clark, S. E., & Gronlund, S. D. (1996) · Psychonomic Bulletin & Review · doi:10.3758/bf03210740 · Cited by 535 · see citing works
Comparison of discharge variability in vitro and in vivo in cat visual cortex neurons
Holt, G. R., Softky, W. R., Christof Koch, A., & Douglas, R. J. (1996) · Journal of Neurophysiology · doi:10.1152/jn.1996.75.5.1806 · Cited by 526 · see citing works
Rhesus monkeys know when they remember
Hampton, R. R. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.071600998 · Cited by 493 · see citing works
Distinct relationships of parietal and prefrontal cortices to evidence accumulation
Hanks, T. D., Kopec, C. D., Brunton, B. W., Duan, C. A., Erlich, J. C., & Brody, C. D. (2015) · Nature · doi:10.1038/nature14066 · Cited by 486 · see citing works
Recognition memory and the human hippocampus.
Manns, J., Hopkins, R., Reed, J. M., Kitchener, E. G., & Squire, L. (2003) · Neuron · doi:10.1016/s0896-6273(02)01147-9 · Cited by 472 · see citing works
Recollection-like memory retrieval in rats is dependent on the hippocampus
Fortin, N. J., Wright, S. P., & Eichenbaum, H. (2004) · Nature · doi:10.1038/nature02853 · Cited by 460 · see citing works
Testing global memory models using ROC curves.
Ratcliff, R., Sheu, C.-F., & Gronlund, S. D. (1992) · Psychology Review · doi:10.1037/0033-295x.99.3.518 · Cited by 445 · see citing works
I NFERENCE AND C OMPUTATION WITH P OPULATION C ODES
Pouget, A., Dayan, P., & Zemel, R. S. (2003) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.26.041002.131112 · Cited by 429 · see citing works
Xiang, J. ‐., & Brown, M. W. (1998) · Neuropharmacology · doi:10.1016/s0028-3908(98)00030-6 · Cited by 425 · see citing works
Computation of measures of effect size for neuroscience data sets
Hentschke, H., & Stüttgen, M. C. (2011) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2011.07902.x · Cited by 405 · see citing works
The comparative psychology of uncertainty monitoring and metacognition
Smith, J. D., Shields, W. E., & Washburn, D. A. (2003) · Behavioral and Brain Sciences · doi:10.1017/s0140525x03000086 · Cited by 404 · see citing works
Rutishauser, U., Schuman, E. M., & Mamelak, A. N. (2006) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2005.12.033 · Cited by 340 · see citing works
Self-citationUsing noise signature to optimize spike-sorting and to assess neuronal classification quality
Pouzat, C., Mazor, O., & Laurent, G. (2002) · Journal of Neuroscience Methods · doi:10.1016/s0165-0270(02)00276-5 · Cited by 310 · see citing works
Kahana, M. J. (2014) · Cited by 305 · see citing works
A computational framework for the study of confidence in humans and animals
Kepecs, A., & Mainen, Z. F. (2012) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2012.0037 · Cited by 305 · see citing works
Rolls, E. T. (2000) · Neuron · doi:10.1016/s0896-6273(00)00030-1 · Cited by 303 · see citing works
Rutishauser, U., Mamelak, A. N., & Schuman, E. M. (2006) · Neuron · doi:10.1016/j.neuron.2006.02.015 · Cited by 296 · see citing works
Self-citationFoote, A. L., & Crystal, J. D. (2007) · Current Biology · doi:10.1016/j.cub.2007.01.061 · Cited by 272 · see citing works
Spatiotemporal dynamics of neocortical excitation and inhibition during human sleep
Peyrache, A., Dehghani, N., Eskandar, E. N., Madsen, J. R., Anderson, W. S., Donoghue, J., Hochberg, L. R., Halgren, E., Cash, S. S., & Alain Destexhe, A. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1109895109 · Cited by 210 · see citing works
Vigneswaran, G., Kraskov, A., & Lemon, R. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.3142-11.2011 · Cited by 175 · see citing works
Meyers, E. M. (2013) · Frontiers in Neuroinformatics · doi:10.3389/fninf.2013.00008 · Cited by 170 · see citing works
Honey bees selectively avoid difficult choices
Perry, C. J., & Barron, A. B. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1314571110 · Cited by 166 · see citing works
Wilson, F. A. W., & Rolls, E. T. (1993) · Experimental Brain Research · doi:10.1007/bf00229353 · Cited by 144 · see citing works
Novelty as a dimension in the affective brain
Weierich, M. R., Wright, C. I., Negreira, A. M., Dickerson, B. C., & Barrett, L. F. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.09.047 · Cited by 144 · see citing works
Object decoding with attention in inferior temporal cortex
Zhang, Y., Meyers, E. M., Bichot, N. P., Serre, T., Poggio, T., & Desimone, R. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1100999108 · Cited by 141 · see citing works
Diba, K., & Buzsáki, G. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.3824-08.2008 · Cited by 138 · see citing works
Human medial temporal lobe neurons respond preferentially to personally relevant images
Viskontas, I. V., Quiroga, R. Q., & Fried, I. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0902319106 · Cited by 126 · see citing works
Differences in Mnemonic Processing by Neurons in the Human Hippocampus and Parahippocampal Regions
Viskontas, I. V., Knowlton, B. J., Steinmetz, P. N., & Fried, I. (2006) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2006.18.10.1654 · Cited by 121 · see citing works
Activity of human hippocampal and amygdala neurons during retrieval of declarative memories
Rutishauser, U., Schuman, E. M., & Mamelak, A. N. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0706015105 · Cited by 111 · see citing works
Self-citationSparse and distributed coding of episodic memory in neurons of the human hippocampus
Wixted, J. T., Squire, L. R., Jang, Y., Papesh, M. H., Goldinger, S. D., Kuhn, J. R., Smith, K. A., Treiman, D. M., & Steinmetz, P. N. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1408365111 · Cited by 107 · see citing works
Single-Neuron Correlates of Atypical Face Processing in Autism
Rutishauser, U., Tudusciuc, O., Wang, S., Mamelak, A. N., Ross, I. B., & Adolphs, R. (2013) · Neuron · doi:10.1016/j.neuron.2013.08.029 · Cited by 102 · see citing works
Self-citationJudging confidence influences decision processing in comparative judgments
Petrusic, W. M., & Baranski, J. V. (2003) · Psychonomic Bulletin & Review · doi:10.3758/bf03196482 · Cited by 88 · see citing works
Robbins, A. A., Fox, S. E., Holmes, G. L., Scott, R. C., & Barry, J. M. (2013) · Frontiers in Neural Circuits · doi:10.3389/fncir.2013.00181 · Cited by 63 · see citing works
Viskontas, I. V., Ekstrom, A. D., Wilson, C. L., & Fried, I. (2006) · Hippocampus · doi:10.1002/hipo.20241 · Cited by 63 · see citing works
Metacognition in monkeys during an oculomotor task
Middlebrooks, P. G., & Sommer, M. A. (2011) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/a0021611 · Cited by 51 · see citing works
Metcalfe, J. (2015) · Routledge eBooks · doi:10.4324/9780203805503.ch3 · Cited by 50 · see citing works
The human amygdala and memory.
Hamann, S. B. (2009) · Cited by 11 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- [6]Pouget A Dayan P Zemel RS Inference and computation with population codes Annual review of neuroscience 2003 26 381 410 12704222
- [18]Green D Swets J Signal Detection Theory and Psychophysics 1966 Wiley
- [25]Vickers D Decision processes in visual perception 1979 New York; London Academic Press
Cited by
Sorted by citations
Confidence and certainty: Distinct probabilistic quantities for different goals
Pouget, A., Drugowitsch, J., & Kepecs, A. (2016) · Nature Neuroscience · doi:10.1038/nn.4240 · Cited by 528 · see citing works
Psychophysical scaling reveals a unified theory of visual memory strength
Schurgin, M. W., Wixted, J. T., & Brady, T. F. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-00938-0 · Cited by 280 · see citing works
Persistently active neurons in human medial frontal and medial temporal lobe support working memory
Kamiński, J., Sullivan, S., Chung, J. M., Ross, I. B., Mamelak, A. N., & Rutishauser, U. (2017) · Nature Neuroscience · doi:10.1038/nn.4509 · Cited by 264 · see citing works
Self-citationMetacognition and Confidence: A Review and Synthesis
Fleming, S. M. (2024) · Annual Review of Psychology · doi:10.1146/annurev-psych-022423-032425 · Cited by 256 · see citing works
“For instance, one plausible although speculative role for the precuneus in metamemory is that it is involved in translating uncertainty-related information carried by hippocampal neurons (Rutishauser et al., 2015) into a (prospective or retrospective) propositional confidence judgment.”
Perceptual confidence neglects decision-incongruent evidence in the brain
Peters, M. A. K., Thesen, T., Ko, Y., Maniscalco, B., Carlson, C., Davidson, M., Doyle, W., Kuzniecky, R., Devinsky, O., Halgren, E., et al. (2017) · Nature Human Behaviour · doi:10.1038/s41562-017-0139 · Cited by 250 · see citing works
Vaccaro, A. G., & Fleming, S. M. (2018) · Brain and Neuroscience Advances · doi:10.1177/2398212818810591 · Cited by 218 · see citing works
Building concepts one episode at a time: The hippocampus and concept formation
Mack, M. L., Love, B. C., & Preston, A. R. (2017) · Neuroscience Letters · doi:10.1016/j.neulet.2017.07.061 · Cited by 172 · see citing works
A Neural Chronometry of Memory Recall
Staresina, B. P., & Wimber, M. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2019.09.011 · Cited by 167 · see citing works
Multidimensional processing in the amygdala
Gothard, K. M. (2020) · Nature reviews. Neuroscience · doi:10.1038/s41583-020-0350-y · Cited by 166 · see citing works
Wang, S., Yu, R., Tyszka, J. M., Zhen, S., Kovach, C. K., Sun, S., Huang, Y., Hurlemann, R., Ross, I. B., Chung, J. M., et al. (2017) · Nature Communications · doi:10.1038/ncomms14821 · Cited by 159 · see citing works
Self-citationComparing Bayesian and non-Bayesian accounts of human confidence reports
Adler, W. T., & Ma, W. J. (2018) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1006572 · Cited by 118 · see citing works
Flexible recruitment of memory-based choice representations by the human medial frontal cortex
Minxha, J., Adolphs, R., Fusi, S., Mamelak, A. N., & Rutishauser, U. (2020) · Science · doi:10.1126/science.aba3313 · Cited by 138 · see citing works
Self-citationFu, Z., Wu, D.-A. J., Ross, I. B., Chung, J. M., Mamelak, A. N., Adolphs, R., & Rutishauser, U. (2018) · Neuron · doi:10.1016/j.neuron.2018.11.016 · Cited by 123 · see citing works
Self-citationGetting directions from the hippocampus: The neural connection between looking and memory
Meister, M. L. R., & Buffalo, E. A. (2015) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2015.12.004 · Cited by 125 · see citing works
Metacognition in Multisensory Perception
Deroy, O. D., Spence, C. J., & Noppeney, U. (2016) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2016.08.006 · Cited by 127 · see citing works
Neural Basis for Economic Saving Strategies in Human Amygdala-Prefrontal Reward Circuits
Zangemeister, L., Grabenhorst, F., & Schultz, W. (2016) · Current Biology · doi:10.1016/j.cub.2016.09.016 · Cited by 29 · see citing works
Behavior- and Modality-General Representation of Confidence in Orbitofrontal Cortex
Masset, P., Ott, T., Lak, A., Hirokawa, J., & Kepecs, A. (2020) · Cell · doi:10.1016/j.cell.2020.05.022 · Cited by 109 · see citing works
Human Episodic Memory Retrieval Is Accompanied by a Neural Contiguity Effect
Folkerts, S., Rutishauser, U., & Howard, M. W. (2018) · Journal of Neuroscience · doi:10.1523/jneurosci.2312-17.2018 · Cited by 97 · see citing works
Self-citationDistinct roles of dorsal and ventral subthalamic neurons in action selection and cancellation
Mosher, C. P., Mamelak, A. N., Malekmohammadi, M., Pouratian, N., & Rutishauser, U. (2021) · Neuron · doi:10.1016/j.neuron.2020.12.025 · Cited by 95 · see citing works
Self-citationPacheco, D., Sánchez-Fibla, M., Duff, A., Príncipe, A., Rocamora, R., Zhang, H., Axmacher, N., & Verschure, P. F. M. J. (2019) · Nature Communications · doi:10.1038/s41467-019-09569-0 · Cited by 92 · see citing works
Hippocampal Theta Oscillations Support Successful Associative Memory Formation
Kota, S., Rugg, M. D., & Lega, B. C. (2020) · Journal of Neuroscience · doi:10.1523/jneurosci.0767-20.2020 · Cited by 90 · see citing works
Rutishauser, U., Aflalo, T., Rosario, E. R., Pouratian, N., & Andersen, R. A. (2017) · Neuron · doi:10.1016/j.neuron.2017.11.029 · Cited by 85 · see citing works
Self-citationThe Architecture of Human Memory: Insights from Human Single-Neuron Recordings
Rutishauser, U., Reddy, L., Mormann, F., & Sarnthein, J. (2020) · Journal of Neuroscience · doi:10.1523/jneurosci.1648-20.2020 · Cited by 84 · see citing works
Self-citationThe hippocampus as the switchboard between perception and memory
Treder, M. S., Charest, I., Michelmann, S., Martín-Buro, M. C., Roux, F., Carceller-Benito, F. E., Ugalde-Canitrot, A., Rollings, D. T., Sawlani, V., Chelvarajah, R., et al. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2114171118 · Cited by 82 · see citing works
Evidence accumulation relates to perceptual consciousness and monitoring
Pereira, M., Mégevand, P., Tan, M. X., Chang, W., Wang, S., Rezai, A. R., Seeck, M., Corniola, M. V., Momjian, S., Bernasconi, F., et al. (2021) · Nature Communications · doi:10.1038/s41467-021-23540-y · Cited by 102 · see citing works
Fixations Gate Species-Specific Responses to Free Viewing of Faces in the Human and Macaque Amygdala
Minxha, J., Mosher, C. P., Morrow, J. K., Mamelak, A. N., Adolphs, R., Gothard, K. M., & Rutishauser, U. (2017) · Cell Reports · doi:10.1016/j.celrep.2016.12.083 · Cited by 83 · see citing works
Self-citationAnterior Intraparietal Area: A Hub in the Observed Manipulative Action Network
Lanzilotto, M., Ferroni, C. G., Livi, A., Gerbella, M., Maranesi, M., Borra, E., Passarelli, L., Gamberini, M., Fogassi, L., Bonini, L., et al. (2019) · Cerebral Cortex · doi:10.1093/cercor/bhz011 · Cited by 78 · see citing works
Kamiński, J., Mamelak, A. N., Birch, K. G., Mosher, C. P., Tagliati, M., & Rutishauser, U. (2018) · Current Biology · doi:10.1016/j.cub.2018.03.024 · Cited by 79 · see citing works
Self-citationStevenson, R. F., Reagh, Z. M., Chun, A. P., Murray, E. A., & Yassa, M. A. (2019) · Journal of Neuroscience · doi:10.1523/jneurosci.0564-19.2019 · Cited by 78 · see citing works
Mack, M. L., & Preston, A. R. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.12.015 · Cited by 76 · see citing works
Hippocampal neurons code individual episodic memories in humans
Kolibius, L. D., Roux, F., Parish, G., Wal, M. T., van der Plas, M., Chelvarajah, R., Sawlani, V., Rollings, D. T., Lang, J., Gollwitzer, S., et al. (2023) · Nature Human Behaviour · doi:10.1038/s41562-023-01706-6 · Cited by 74 · see citing works
Recollection in the human hippocampal-entorhinal cell circuitry
Staresina, B. P., Reber, T. P., Niediek, J., Boström, J. P., Elger, C. E., & Mormann, F. (2019) · Nature Communications · doi:10.1038/s41467-019-09558-3 · Cited by 69 · see citing works
Coding of episodic memory in the human hippocampus
Wixted, J. T., Goldinger, S. D., Squire, L. R., Kuhn, J. R., Papesh, M. H., Smith, K. A., Treiman, D. M., & Steinmetz, P. N. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1716443115 · Cited by 57 · see citing works
van Vugt, M. K., Beulen, M. A., & Taatgen, N. (2019) · Brain Research · doi:10.1016/j.brainres.2019.03.008 · Cited by 57 · see citing works
Hippocampal CA1 gamma power predicts the precision of spatial memory judgments
Stevenson, R. F., Zheng, J., Mnatsakanyan, L., Vadera, S., Knight, R. T., Lin, J. J., & Yassa, M. A. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1805724115 · Cited by 57 · see citing works
Meta-learning synaptic plasticity and memory addressing for continual familiarity detection
Tyulmankov, D., Yang, G. R., & Abbott, L. F. (2021) · Neuron · doi:10.1016/j.neuron.2021.11.009 · Cited by 54 · see citing works
Agent-based representations of objects and actions in the monkey pre-supplementary motor area
Livi, A., Lanzilotto, M., Maranesi, M., Fogassi, L., Rizzolatti, G., & Bonini, L. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1810890116 · Cited by 51 · see citing works
Encoding of Target Detection during Visual Search by Single Neurons in the Human Brain
Wang, S., Mamelak, A. N., Adolphs, R., & Rutishauser, U. (2018) · Current Biology · doi:10.1016/j.cub.2018.04.092 · Cited by 47 · see citing works
Self-citationGrowing evidence for separate neural mechanisms for attention and consciousness
Maier, A., & Tsuchiya, N. (2020) · Attention Perception & Psychophysics · doi:10.3758/s13414-020-02146-4 · Cited by 49 · see citing works
Category Selectivity for Face and Scene Recognition in Human Medial Parietal Cortex
Woolnough, O., Rollo, P. S., Forseth, K. J., Kadipasaoglu, C. M., Ekstrom, A. D., & Tandon, N. (2020) · Current Biology · doi:10.1016/j.cub.2020.05.018 · Cited by 45 · see citing works
Laing, P., & Harrison, B. (2021) · Neuroscience and Biobehavioral Reviews · doi:10.1016/j.neubiorev.2021.05.014 · Cited by 37 · see citing works
Encoding of facial features by single neurons in the human amygdala and hippocampus
Cao, R., Li, X., Brandmeir, N. J., & Wang, S. (2021) · Communications Biology · doi:10.1038/s42003-021-02917-1 · Cited by 47 · see citing works
Mosher, C. P., Wei, Y., Kamiński, J., Nandi, A., Mamelak, A. N., Anastassiou, C. A., & Rutishauser, U. (2020) · Cell Reports · doi:10.1016/j.celrep.2020.02.027 · Cited by 44 · see citing works
Self-citationMedial temporal lobe reinstatement of content-specific details predicts source memory
Liang, J. C., & Preston, A. R. (2016) · Cortex · doi:10.1016/j.cortex.2016.09.011 · Cited by 45 · see citing works
The role of the amygdala in processing social and affective touch
Gothard, K. M., & Fuglevand, A. J. (2021) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2021.08.004 · Cited by 40 · see citing works
Recording local field potential and neuronal activity with tetrodes in epileptic patients
Despouy, E., Curot, J., Reddy, L., Nowak, L. G., Deudon, M., Sol, J., Lotterie, J.-A., Denuelle, M., Maziz, A., Bergaud, C., et al. (2020) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2020.108759 · Cited by 45 · see citing works
Faraut, M. C. M., Carlson, A. A., Sullivan, S. M., Tudusciuc, O., Ross, I. B., Reed, C. M., Chung, J. M., Mamelak, A. N., & Rutishauser, U. (2018) · Scientific Data · doi:10.1038/sdata.2018.10 · Cited by 39 · see citing works
Self-citationHernandez, C. M., Vetere, L. M., Orsini, C. A., McQuail, J. A., Maurer, A. P., Burke, S. N., Setlow, B., & Bizon, J. L. (2017) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2017.08.025 · Cited by 34 · see citing works
A Spatial-Context Effect in Recognition Memory
Pacheco, D., Sánchez-Fibla, M., Duff, A., & Verschure, P. F. M. J. (2017) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2017.00143 · Cited by 37 · see citing works
Hippocampus duality: Memory and novelty detection are subserved by distinct mechanisms
Barbeau, E. J., Chauvel, P., Moulin, C. J. A., Régis, J. M., & Liégeois‐Chauvel, C. (2016) · Hippocampus · doi:10.1002/hipo.22699 · Cited by 34 · see citing works
Testing Models of Human Declarative Memory at the Single-Neuron Level
Rutishauser, U. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2019.03.006 · Cited by 35 · see citing works
Self-citationReed, C. M., Mosher, C. P., Chandravadia, N., Chung, J. M., Mamelak, A. N., & Rutishauser, U. (2019) · Journal of Neuroscience · doi:10.1523/jneurosci.1380-19.2019 · Cited by 36 · see citing works
Self-citationCross‐regional phase amplitude coupling supports the encoding of episodic memories
Wang, D. X., Schmitt, K., Seger, S. E., Davila, C. E., & Lega, B. C. (2021) · Hippocampus · doi:10.1002/hipo.23309 · Cited by 30 · see citing works
Value-Related Neuronal Responses in the Human Amygdala during Observational Learning
Aquino, T. G., Minxha, J., Dunne, S., Ross, I. B., Mamelak, A. N., Rutishauser, U., & O’Doherty, J. P. (2020) · Journal of Neuroscience · doi:10.1523/jneurosci.2897-19.2020 · Cited by 28 · see citing works
Self-citationAbstract goal representation in visual search by neurons in the human pre-supplementary motor area
Wang, S., Mamelak, A. N., Adolphs, R., & Rutishauser, U. (2019) · Brain · doi:10.1093/brain/awz279 · Cited by 30 · see citing works
Self-citationNeural mechanisms of face familiarity and learning in the human amygdala and hippocampus
Cao, R., Wang, J., Brunner, P., Willie, J. T., Li, X., Rutishauser, U., Brandmeir, N. J., & Wang, S. (2023) · Cell Reports · doi:10.1016/j.celrep.2023.113520 · Cited by 28 · see citing works
Self-citationHebscher, M., Kragel, J. E., Kahnt, T., & Voss, J. L. (2021) · Current Biology · doi:10.1016/j.cub.2021.01.027 · Cited by 27 · see citing works
Rats use memory confidence to guide decisions
Joo, H. R., Liang, H., Chung, J. E., Geaghan-Breiner, C., Fan, J. L., Nachman, B. P., Kepecs, Á., & Frank, L. M. (2021) · Current Biology · doi:10.1016/j.cub.2021.08.013 · Cited by 26 · see citing works
Self-citationNeurons as will and representation
Fried, I. (2021) · Nature reviews. Neuroscience · doi:10.1038/s41583-021-00543-8 · Cited by 27 · see citing works
Staudigl, T., Minxha, J., Mamelak, A. N., Gothard, K. M., & Rutishauser, U. (2022) · Science Advances · doi:10.1126/sciadv.abl6037 · Cited by 26 · see citing works
Self-citationRecollection-dependent memory for event duration in large-scale spatial navigationPreprint
Brunec, I. K., Ozubko, J. D., Barense, M. D., & Moscovitch, M. (2017) · Learning & Memory · doi:10.1101/lm.044032.116 · Cited by 27 · see citing works
Metacognition and confidence: A review and synthesisPreprint
Fleming, S. M. (2023) · doi:10.31234/osf.io/ge7tz · Cited by 27 · see citing works
Surgical and Electrophysiological Techniques for Single-Neuron Recordings in Human Epilepsy Patients
Minxha, J., Mamelak, A. N., & Rutishauser, U. (2017) · Neuromethods · doi:10.1007/978-1-4939-7549-5_14 · Cited by 26 · see citing works
Self-citationYoo, H. B., Umbach, G. S., & Lega, B. C. (2021) · NeuroImage · doi:10.1016/j.neuroimage.2021.118689 · Cited by 26 · see citing works
Striatal prediction errors support dynamic control of declarative memory decisions
Scimeca, J. M., Katzman, P. L., & Badre, D. (2016) · Nature Communications · doi:10.1038/ncomms13061 · Cited by 24 · see citing works
Daume, J., Kamiński, J., Salimpour, Y., Gómez-Palacio-Schjetnan, A., Anderson, W. S., Valiante, T. A., Mamelak, A. N., & Rutishauser, U. (2024) · Neuron · doi:10.1016/j.neuron.2024.09.013 · Cited by 25 · see citing works
Self-citationSisterson, N. D., Carlson, A. A., Rutishauser, U., Mamelak, A. N., Flagg, M. E., Pouratian, N., Salimpour, Y., Anderson, W. S., & Richardson, R. M. (2021) · Neurosurgery · doi:10.1093/neuros/nyaa592 · Cited by 22 · see citing works
Self-citationKatz, C. N., Gómez-Palacio-Schjetnan, A., Patel, K., Barkley, V., Hoffman, K. L., Kalia, S. K., Duncan, K. D., & Valiante, T. A. (2022) · Current Biology · doi:10.1016/j.cub.2022.06.015 · Cited by 22 · see citing works
Domínguez‐Borràs, J., Guex, R., Méndez‐Bértolo, C., Legendre, G., Spinelli, L., Moratti, S., Frühholz, S., Mégevand, P., Arnal, L. H., Strange, B. A., et al. (2019) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2019.05.027 · Cited by 22 · see citing works
High-fidelity mapping of repetition-related changes in the parietal memory network
Gilmore, A. W., Nelson, S. M., Laumann, T. O., Gordon, E. M., Berg, J. J., Greene, D. J., Gratton, C., Nguyen, A. L., Ortega, M., Hoyt, C. R., et al. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2019.06.011 · Cited by 21 · see citing works
Keleş, Ü., Dubois, J., Le, K. J. M., Tyszka, J. M., Kahn, D. A., Reed, C. M., Chung, J. M., Mamelak, A. N., Adolphs, R., & Rutishauser, U. (2024) · Scientific Data · doi:10.1038/s41597-024-03029-1 · Cited by 23 · see citing works
Self-citationConcept and location neurons in the human brain provide the ‘what’ and ‘where’ in memory formation
Mackay, S., Reber, T. P., Bausch, M., Boström, J. P., Elger, C. E., & Mormann, F. (2024) · Nature Communications · doi:10.1038/s41467-024-52295-5 · Cited by 23 · see citing works
Chandravadia, N., Liang, D., Gómez-Palacio-Schjetnan, A., Carlson, A. A., Faraut, M. C. M., Chung, J. M., Reed, C. M., Dichter, B., Maoz, U., Kalia, S. K., et al. (2020) · Scientific Data · doi:10.1038/s41597-020-0415-9 · Cited by 20 · see citing works
Self-citationSu, J., Jia, W., & Wan, X. (2021) · Journal of Neuroscience · doi:10.1523/jneurosci.1283-21.2021 · Cited by 16 · see citing works
A Fast Visual Recognition Memory System in Humans Identified Using Intracerebral ERP
Despouy, E., Curot, J., Deudon, M., Gardy, L., Denuelle, M., Sol, J., Lotterie, J.-A., Valton, L., & Barbeau, E. J. (2019) · Cerebral Cortex · doi:10.1093/cercor/bhz287 · Cited by 18 · see citing works
On the origin of memory neurons in the human hippocampus
Kolibius, L. D., Josselyn, S. A., & Hanslmayr, S. (2025) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2025.01.013 · Cited by 17 · see citing works
A neuronal code for object representation and memory in the human amygdala and hippocampus
Cao, R., Brunner, P., Chakravarthula, P. N., Wahlstrom, K. L., Inman, C. S., Smith, E. H., Li, X., Mamelak, A. N., Brandmeir, N. J., Rutishauser, U., et al. (2025) · Nature Communications · doi:10.1038/s41467-025-56793-y · Cited by 16 · see citing works
Self-citationLack of context modulation in human single neuron responses in the medial temporal lobe
Rey, H. G., Panagiotaropoulos, T. I., Gutierrez, L., Chaure, F. J., Nasimbera, A. H., González, S. C., Nishida, F., Valentı́n, A., Alarcón, G., Richardson, M. P., et al. (2025) · Cell Reports · doi:10.1016/j.celrep.2024.115218 · Cited by 15 · see citing works
Dong, G., Wang, Y., & Potenza, M. N. (2016) · Human Brain Mapping · doi:10.1002/hbm.23290 · Cited by 15 · see citing works
Neural repetition suppression effects in the human hippocampus
Kim, K., Hsieh, L., Parvizi, J., & Ranganath, C. (2020) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2020.107269 · Cited by 15 · see citing works
Duplicate Detection of Spike Events: A Relevant Problem in Human Single-Unit Recordings
Dehnen, G., Kehl, M. S., Darcher, A., Müller, T., Macke, J. H., Borger, V., Surges, R., & Mormann, F. (2021) · Brain Sciences · doi:10.3390/brainsci11060761 · Cited by 15 · see citing works
An online adaptive screening procedure for selective neuronal responses
Knieling, S., Niediek, J., Kutter, E. F., Boström, J. P., Elger, C. E., & Mormann, F. (2017) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2017.08.002 · Cited by 14 · see citing works
Two kinds of memory signals in neurons of the human hippocampus
Urgolites, Z. J., Wixted, J. T., Goldinger, S. D., Papesh, M. H., Treiman, D. M., Squire, L. R., & Steinmetz, P. N. (2022) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2115128119 · Cited by 14 · see citing works
Elucidating memory in the brain via single‐cell transcriptomics
Sullivan, K. E., Kendrick, R. M., & Cembrowski, M. S. (2020) · Journal of Neurochemistry · doi:10.1111/jnc.15250 · Cited by 11 · see citing works
Miyoshi, K., Kuwahara, A., & Kawaguchi, J. (2018) · Journal of Memory and Language · doi:10.1016/j.jml.2018.06.001 · Cited by 12 · see citing works
Waschke, L., Kamp, F., van den Elzen, E. H. T., Krishna, S., Lindenberger, U., Rutishauser, U., & Garrett, D. D. (2025) · Nature Communications · doi:10.1038/s41467-024-55406-4 · Cited by 11 · see citing works
Self-citationAbstract representations emerge in human hippocampal neurons during inference behaviorPreprint
Courellis, H. S., Mixha, J., Cardenas, A. R., Kimmel, D. L., Reed, C. M., Valiante, T. A., Salzman, C. D., Mamelak, A. N., Fusi, S., & Rutishauser, U. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.11.10.566490 · Cited by 12 · see citing works
Self-citationFeature-based encoding of face identity by single neurons in the human amygdala and hippocampus
Cao, R., Wang, J., Lin, C., Falco, E. D., Peter, A., Rey, H. G., Brunner, P., Willie, J. T., DiCarlo, J. J., Todorov, A. T., et al. (2025) · Nature Human Behaviour · doi:10.1038/s41562-025-02218-1 · Cited by 10 · see citing works
Self-citationTemporally organized representations of reward and risk in the human brain
Man, V. Y., Cockburn, J., Flouty, O. E., Gander, P. E., Sawada, M., Kovach, C. K., Kawasaki, H., Oya, H., Howard, M. A., & O’Doherty, J. P. (2024) · Nature Communications · doi:10.1038/s41467-024-46094-1 · Cited by 11 · see citing works
Arnold, A. E. G. F., Ekstrom, A. D., & Iaria, G. (2018) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2018.00292 · Cited by 9 · see citing works
Lee, S. J., Beam, D. E., Gómez-Palacio-Schjetnan, A., Paul, L. K., Chandravadia, N., Reed, C. M., Chung, J. M., Ross, I. B., Valiante, T. A., Mamelak, A. N., et al. (2021) · Epilepsia · doi:10.1111/epi.17010 · Cited by 9 · see citing works
Self-citationMossbridge, J., & Radin, D. I. (2018) · Psychology of Consciousness Theory Research and Practice · doi:10.1037/cns0000152 · Cited by 8 · see citing works
Single-Neuron Correlates of Decision Confidence in the Human Medial Temporal Lobe
Unruh-Pinheiro, A., Hill, M. R., Weber, B., Boström, J. P., Elger, C. E., & Mormann, F. (2020) · Current Biology · doi:10.1016/j.cub.2020.09.021 · Cited by 8 · see citing works
Evidence accumulation determines conscious accessPreprint
Pereira, M., Mégevand, P., Tan, M. X., Chang, W., Wang, S., Rezai, A. R., Seeck, M., Corniola, M. V., Momjian, S., Bernasconi, F., et al. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.07.10.196659 · Cited by 8 · see citing works
Hertäg, L., Wilmes, K. A., & Claudia Clopath, A. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.12.13.571410 · Cited by 7 · see citing works
Optimal policy for uncertainty estimation concurrent with decision making
Li, X., Su, R., Chen, Y., & Yang, T. (2023) · Cell Reports · doi:10.1016/j.celrep.2023.112232 · Cited by 6 · see citing works
Neuronal population representation of human emotional memory
Fetterhoff, D., Costa, M., Hellerstedt, R., Johannessen, R., Imbach, L., Sarnthein, J., & Strange, B. (2024) · Cell Reports · doi:10.1016/j.celrep.2024.114071 · Cited by 4 · see citing works
Cox, G. E. (2024) · Psychological Review · doi:10.1037/rev0000486 · Cited by 6 · see citing works
Uncertainty estimation with prediction-error circuits
Hertäg, L., Wilmes, K. A., & Claudia Clopath, A. (2025) · Nature Communications · doi:10.1038/s41467-025-58311-6 · Cited by 15 · see citing works
Human episodic memory retrieval is accompanied by a neural contiguity effectPreprint
Folkerts, S., Rutishauser, U., & Howard, M. W. (2017) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/117010 · Cited by 7 · see citing works
Self-citation
- Authors
- Rutishauser, U., Ye, S., Koroma, M., Tudusciuc, O., Ross, I. B., Chung, J. M., & Mamelak, A. N.
- Affiliations
- California Institute of Technology (US)
- École Normale Supérieure Paris-Saclay (FR)
- Huntington Hospital (US)
- Cedars-Sinai Medical Center (US)
- Corresponding author
- Rutishauser, Ueli
- Venue
- Nature Neuroscience
- Published
- 2015-06-08
- Volume
- 18
- Issue
- 7
- Pages
- 1041-1050
- ISSN
- 1097-6256 (ISSN-L)
- 1546-1726
- PMC
- PMC4482779
- OpenAlex
- W1671674587
- Cited by
- 147
- References
- 61
- Citations by year
- 2026: 9 · 2025: 14 · 2024: 14 · 2023: 9 · 2022: 5 · 2021: 21 · 2020: 19 · 2019: 17 · 2018: 12 · 2017: 13 · 2016: 9 · 2015: 5
- FWCI
- 7.81
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature Neuroscience (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Open Repository and Bibliography (University of Liège) (submittedVersion, other-oa)
- CaltechAUTHORS (California Institute of Technology) (submittedVersion)
- Funders
- Gustavus and Louise Pfeiffer Research Foundation
- California Institute of Technology (P50 MH094258)
- Cedars-Sinai Medical Center
- National Institute of Mental Health (P50MH094258, MH094258)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Keywords
- memory confidence judgments, hippocampus, amygdala, stimulus familiarity, race model, declarative memory, single-unit activity, medial temporal lobe
- MeSH terms
- Adult, Amygdala, Electrodes, Implanted, Hippocampus, Humans, Neurons, Mental Recall, Temporal Lobe, Recognition, Psychology, Electrophysiological Phenomena
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