Criteria for unconscious cognition: three types of dissociation
Open accessAbstract
To demonstrate unconscious cognition, researchers commonly compare a direct measure (D) of awareness for a critical stimulus with an indirect measure (I) showing that the stimulus was cognitively processed at all. We discuss and empirically demonstrate three types of dissociation with distinct appearances in D-I plots, in which direct and indirect effects are plotted against each other in a shared effect size metric. Simple dissociations between D and I occur when I has some nonzero value and D is at chance level; the traditional requirement of zero awareness is necessary for this criterion only. Sensitivity dissociations only require that I be larger than D; double dissociations occur whensome experimental manipulation has opposite effects on I and D. We show that double dissociations require much weaker measurement assumptions than do other criteria. Several alternative approaches can be considered special cases of our framework.
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?
Most studies supporting the existence of unconscious priming rely on a dissociation procedure, i.e., showing that prime awareness is not significantly different from chance while also showing a significant priming effect.
“Most studies supporting the existence of unconscious priming rely on what is usually referred to as a dissociation procedure (Reingold and Merikle 1988, Hannula et al. 2005, Schmidt and Vorberg 2006), i.e. showing that prime awareness is not significantly different from chance, while also showing a significant priming effect.”
From Evidence for unconscious priming using a Bayesian single-subject approach (2026) · cites this paper as Schmidt and Vorberg 2006
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
The distinct modes of vision offered by feedforward and recurrent processing
Lamme, V. A. F., & Roelfsema, P. R. (2000) · Trends in Neurosciences · doi:10.1016/s0166-2236(00)01657-x · Cited by 2,338 · see citing works
Different time courses for visual perception and action priming
Vorberg, D., Mattler, U., Heinecke, A., Schmidt, T., & Schwarzbach, J. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0931489100 · Cited by 450 · see citing works
Self-citationOn demonstrating unconscious perception: comment on Draine and Greenwald (1998)
Merikle, P. M., & Reingold, E. M. (1998) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.127.3.304 · Cited by 108 · see citing works
Flagged first, then by citations
Research works printed but not linked: 27
- Bamber, D. (1975). The area above the ordinal dominance graph and the area below the receiver operating characteristic graph. Journal of Mathematical Psychology, 12, 387-415.
- Breitmeyer, B. (1984). Visual masking: An integrative approach. Ox- ford: Oxford University Press.
- Di Lollo, V., Enns, J. T., & Rensink, R. A. (2000). Competition for consciousness among visual events: The psychophysics of reentrant visual processes. Journal of Experimental Psychology: General, 129, 481-507.
- Dosher, B. A. (1998). The response-window regression method: Some problematic assumptions. Journal of Experimental Psychology: Gen- eral, 127, 311-317.
- Draine, S. C., & Greenwald, A. G. (1998). Replicable unconscious semantic priming. Journal of Experimental Psychology: General, 127, 286-303.
- Dunn, J. C., & Kirsner, K. (1988). Discovering functionally indepen- dent mental processes: The principle of reversed association. Psycho- logical Review, 95, 91-101.
- Eriksen, C. W. (1960). Discrimination and learning without awareness: A methodological survey and evaluation. Psychological Review, 67, 279-300.
- Francis, G. (1997). Cortical dynamics of lateral inhibition: Metacon- trast masking. Psychological Review, 104, 572-594.
- Greenwald, A. G., Klinger, M. R., & Schuh, E. S. (1995). Activa- tion by marginally perceptible ("subliminal") stimuli: Dissociation of unconscious from conscious cognition. Journal of Experimental Psychology: General, 124, 22-42.
- Hirshman, E. (2004). Ordinal process-dissociation and the measure- ment of automatic and controlled processes. Psychological Review, 111, 553-560.
- Jacoby, L. L. (1991). A process dissociation framework: Separating automatic from intentional uses of memory. Journal of Memory & Language, 30, 513-541.
- Jacoby, L. L. (1998). Invariance in automatic influences of memory: Toward a user's guide for the process-dissociation procedure. Journal of Experimental Psychology: Learning, Memory, & Cognition, 24, 3-26.
- Klauer, K. C., Draine, S. C., & Greenwald, A. G. (1998). An un- biased errors-in-variables approach to detecting unconscious cogni- tion. British Journal of Mathematical & Statistical Psychology, 51, 253-267.
- Klotz, W., & Neumann, O. (1999). Motor activation without conscious discrimination in metacontrast masking. Journal of Experimental Psy- chology: Human Perception & Performance, 25, 976-992.
- Loftus, G. R., & Masson, M. E. J. (1994). Using confidence intervals in within-subject designs. Psychonomic Bulletin & Review, 1, 476-490.
- Luce, R. D., Bush, R. R., & Galanter, E. (Eds.) (1963). Handbook of mathematical psychology (Vol. 1). New York: Wiley.
- Macmillan, N. A., & Creelman, C. D. (2005). Detection theory: A user's guide (2nd ed.). Mahwah, NJ: Erlbaum.
- Merikle, P. M., & Cheesman, J. (1987). Current status of research on subliminal perception. In M. Wallendorf & P. F. Anderson (Eds.), Advances in consumer research (Vol. 14, pp. 298-302). Provo, UT: Association for Consumer Research.
- Merikle, P. M., & Joordens, S. (1997a). Measuring unconscious influ- ences. In J. D. Cohen & J. W. Schooler (Eds.), Scientific approaches to consciousness (pp. 109-123). Mahwah, NJ: Erlbaum.
- Miller, J. (2000). Measurement error in subliminal perception experi- ments: Simulation analyses of two regression methods. Journal of Experimental Psychology: Human Perception & Performance, 26, 1461-1477.
- Neumann, O., & Klotz, W. (1994). Motor responses to nonreportable, masked stimuli: Where is the limit of direct parameter specification? In C. Umiltà & M. Moscovitch (Eds.), Attention and performance XV: Conscious and nonconscious information processing (pp. 123-150). Cambridge, MA: MIT Press, Bradford Books.
- Reingold, E. M., & Merikle, P. M. (1993). Theory and measurement in the study of unconscious processes. In M. Davies & G. W. Hum- phreys (Eds.), Consciousness: Psychological and philosophical es- says (pp. 40-57). Oxford: Blackwell.
- Schmidt, T. (2000). Visual perception without awareness: Priming responses by color. In T. Metzinger (Ed.), Neural correlates of con- sciousness (pp. 157-170). Cambridge, MA: MIT Press.
- Shallice, T. (1979). Case study approach in neuropsychological re- search. Journal of Clinical Neuropsychology, 1, 183-211.
- Teuber, H.-L. (1955). Physiological psychology. Annual Review of Psy- chology, 6, 267-296.
- Vorberg, D., Mattler, U., Heinecke, A., Schmidt, T., & Schwarz- bach, J. (2004). Invariant time-course of priming with and without awareness. In C. Kaernbach, E. Schröger, & H. Müller (Eds.), Psycho- physics beyond sensation: Laws and invariants of human cognition (pp. 271-288). Mahwah, NJ: Erlbaum.
- Wilcox, R. R. (1997). Introduction to robust estimation and hypothesis testing. New York: Academic Press.
Cited by
Sorted by citations
Unconscious Activation of the Cognitive Control System in the Human Prefrontal Cortex
Lau, H. C., & Passingham, R. E. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.4335-06.2007 · Cited by 358 · see citing works
Hard criteria for empirical theories of consciousness
Doerig, A., Schurger, A., & Herzog, M. H. (2021) · Cognitive Neuroscience · doi:10.1080/17588928.2020.1772214 · Cited by 194 · see citing works
“For visual masking and other paradigms, specific procedures have been established to differentiate between conscious and unconscious perception (Morales et al., 2015; Overgaard et al., 2010; Schmidt & Vorberg, 2006).”
BackgroundMethodSense of control depends on fluency of action selection, not motor performance
Chambon, V., & Haggard, P. (2012) · Cognition · doi:10.1016/j.cognition.2012.07.011 · Cited by 173 · see citing works
Francken, J. C., Beerendonk, L., Molenaar, D., Fahrenfort, J. J., Kiverstein, J. D., Seth, A. K., & van Gaal, S. (2022) · Neuroscience of Consciousness · doi:10.1093/nc/niac011 · Cited by 102 · see citing works
“Thus, even though several methodological caveats have been identified over the years in the study of unconscious cognition (Schmidt and Vorberg 2006; Newell and Shanks 2014; Shanks 2017; Meyen et al. 2021; Stein et al. 2021) and the depth and scope of unconscious processes is debated (Dehaene and Naccache 2001; Kunde…”
BackgroundVoss, M., Chambon, V., Wenke, D., Kühn, S., & Haggard, P. (2017) · Brain · doi:10.1093/brain/awx136 · Cited by 68 · see citing works
Irvine, E. (2017) · Topoi · doi:10.1007/s11245-014-9273-4 · Cited by 25 · see citing works
Francken, J., Beerendonk, L., Molenaar, D., Fahrenfort, J. J., Kiverstein, J., Seth, A., & van Gaal, S. (2021) · doi:10.31234/osf.io/8mbsk · Cited by 20 · see citing works
Verleger, R., Schuknecht, S.-V., Jaśkowski, P., & Wagner, U. (2008) · Brain and Cognition · doi:10.1016/j.bandc.2008.04.006 · Cited by 15 · see citing works
Evidence for unconscious priming using a Bayesian single-subject approach
Sánchez-Fuenzalida, N., van Gaal, S., van den Hurk, Z., Stein, T., & Fahrenfort, J. J. (2026) · Neuroscience of Consciousness · doi:10.1093/nc/niag052
- Authors
- Schmidt, T., & Vorberg, D.
- Affiliations
- Justus-Liebig-Universität Gießen (DE)
- Technische Universität Braunschweig (DE)
- Corresponding author
- Schmidt, Thomas
- Vorberg, Dirk
- ORCID
- Schmidt, Thomas
- Venue
- Perception & Psychophysics
- Published
- 2006-04
- Volume
- 68
- Issue
- 3
- Pages
- 489-504
- ISSN
- 0031-5117 (ISSN-L)
- 1532-5962
- OpenAlex
- W2005874159
- Cited by
- 151
- References
- 3
- Citations by year
- 2026: 4 · 2025: 7 · 2024: 7 · 2023: 7 · 2022: 6 · 2021: 7 · 2020: 7 · 2019: 6 · 2018: 8 · 2017: 7 · 2016: 6 · 2015: 9 · 2014: 16 · 2013: 9 · 2012: 6
- FWCI
- 3.68
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Perception & Psychophysics (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Deutsche Forschungsgemeinschaft (Schm1671/1, Schm1671/1-1)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Philosophy and Theoretical Science
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Keywords
- unconscious cognition, awareness, dissociation, double dissociation, direct and indirect measures, measurement assumptions
- MeSH terms
- Cognition, Humans, Unconscious, Psychology, Models, Statistical
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