Synchronization of neural activity across cortical areas correlates with conscious perception
Open accessAbstract
Subliminal stimuli can be deeply processed and activate similar brain areas as consciously perceived stimuli. This raises the question which signatures of neural activity critically differentiate conscious from unconscious processing. Transient synchronization of neural activity has been proposed as a neural correlate of conscious perception. Here we test this proposal by comparing the electrophysiological responses related to the processing of visible and invisible words in a delayed matching to sample task. Both perceived and nonperceived words caused a similar increase of local (gamma) oscillations in the EEG, but only perceived words induced a transient long-distance synchronization of gamma oscillations across widely separated regions of the brain. After this transient period of temporal coordination, the electrographic signatures of conscious and unconscious processes continue to diverge. Only words reported as perceived induced (1) enhanced theta oscillations over frontal regions during the maintenance interval, (2) an increase of the P300 component of the event-related potential, and (3) an increase in power and phase synchrony of gamma oscillations before the anticipated presentation of the test word. We propose that the critical process mediating the access to conscious perception is the early transient global increase of phase synchrony of oscillatory activity in the gamma frequency range.
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Written from the paper’s full text.
TL;DR
In a masked-word delayed matching-to-sample EEG study, consciously perceived and unperceived words produced similar local gamma activity, but only perceived words triggered a transient long-distance synchronization of gamma oscillations across cortical areas. The authors propose this early global phase synchrony as a critical event mediating access to conscious perception.
Key findings
- Visible words were correctly classified 94.5% of the time (mean d′ = 3.85), whereas invisible words dropped to chance (52.2%; mean d′ = 0.16); reaction times were shorter for visible than invisible words (923 vs 1418 ms).
- Both visible and invisible words increased local gamma oscillations, but only visible words induced transient long-distance gamma phase synchrony at 50–57 Hz from 80 to 130 ms after sample-word presentation (F(1,14) = 5.041; p = 0.044), with no concurrent difference in gamma amplitude or ERPs.
- Only visible words later produced a frontocentral P3a-like positivity from 130 to 430 ms, peaking at 240 ms (F(1,14) = 37.766; p = 0.00002; 2.3394 µV difference), enhanced frontal theta (5–6 Hz) during maintenance, and increased gamma power and phase synchrony before test-word presentation (synchrony: F(1,14) = 11.803, p = 0.005; power: F(1,14) = 8.006, p = 0.015).
- In a separate unconscious priming experiment (n = 20), invisible primes still produced a 15 ms congruent-versus-incongruent reaction-time effect (F(1,19) = 8.981; p = 0.007), indicating deep processing without awareness.
Methods
- Experiment 1: 15 healthy right-handed native Spanish speakers performed a two-alternative forced-choice delayed matching-to-sample task (320 trials); a 33 ms sample word was rendered visible or invisible by mask luminance, followed 533 ms later by a test word, with control conditions to subtract mask-stream responses.
- Experiment 2: 20 subjects performed an unconscious semantic priming task with the same word set and masks; invisible primes were semantically congruent or incongruent with targets.
- EEG was recorded from a 64-electrode geodesic sensor net at 1000 Hz. Analyses included ERPs, time-frequency power, and phase-locking value (PLV) for phase synchrony, with permutation tests and within-subject ANOVAs; topographic synchrony used a conservative threshold of p < 0.00005.
Limitations
- The paper states that the transient long-distance synchronization is not entirely compatible with models predicting sustained activity for conscious stimuli, because synchrony lasted about 100 ms but reached significance only for about 50 ms.
- The paper states that the mechanism by which long-distance synchronization affects subsequent cognitive processes remains to be clarified, and whether early synchronization itself is phenomenal awareness or whether awareness emerges from later processes is unresolved.
- The paper notes that precise onset of enhanced theta could not be determined because long windows were needed for low-frequency oscillations; it also reports that luminance and volume-conduction confounds were addressed by control subtractions and phase-lag analyses, though these remain methodological considerations evident from the design.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
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- Findingown data
Reaction times were significantly shorter in the visible compared with the invisible condition (923 vs 1418 ms).
“Reaction times were significantly shorter in the visible com- pared with the invisible condition (923 and 1418 ms, respectively; F (1,14) ϭ 76.139; p ϭ 0.000018), despite the fact that speed of response was not stressed in the task.”
Quote in the paperNot a substantial claim - Findingown data
In the visible condition, numerous electrode pairs, both within and across hemispheres, showed significant phase-locking between occipital, parietal, and frontal sites in the time window 40-180 ms after sample-word presentation.
“In the visible condition, in contrast, numerous electrode pairs, both within and across hemispheres, showed significant phase-locking between occipital, parietal, and frontal sites in the time window 40 -180 ms after sample-word presentation.”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Findingown data
Both perceived and nonperceived words caused a similar increase of local gamma oscillations in the EEG.
“Both perceived and nonperceived words caused a similar increase of local (gamma) oscillations in the EEG”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Findingown data
The first significant difference between visible and invisible words was observed from 80 to 130 ms after sample-word presentation.
“The first significant difference between visible and invisible words was observed from 80 to 130 ms after sample-word presentation.”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Findingown data
Only words reported as perceived induced an increase in power and phase synchrony of gamma oscillations before the anticipated presentation of the test word.
“an increase in power and phase synchrony of gamma oscillations before the anticipated presentation of the test word.”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Rests on an assumption: Subjective report of word visibility is a valid index of conscious perception.
- Findingown data
In the window between 180 and 330 ms, the pattern of phase synchrony became lateralized over the left hemisphere and restricted to occipito-parietal electrodes.
“In the window between 180 and 330 ms, the pattern of phase synchrony became lateralized over the left hemisphere and restricted to occipito-parietal electrodes”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Rests on an assumption: The delayed matching to sample task involves language processing.
- Findingown data
During the same 80-130 ms interval, mean ERPs over all and occipital electrodes did not differ between visible and invisible conditions.
“nor the mean ERPs calculated over all as well as over occipital electrodes differed between conditions (ERP effect over all electrodes: F (1,14) ϭ 0.005, p ϭ 0.774, 0.0245 V difference; ERP effect over occipital electrodes: F (1,14) ϭ 1.036, p ϭ 0.329, 0.3350 V difference)”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Findingown data
During the same 80-130 ms interval, mean amplitude of gamma oscillations (50-57 Hz) did not differ between visible and invisible conditions.
“neither the mean amplitude of the gamma oscillations (50 -57 Hz; F (1,14) ϭ 0.616; p ϭ 0.448)”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Findingown data
During 80-130 ms after sample-word presentation, mean phase synchrony at 50-57 Hz over all electrode pairs was significantly higher for the visible than the invisible condition.
“During this period, the mean phase synchrony at 50 -57 Hz over all electrode pairs was significantly higher for the visible than the invisible condition (F (1,14) ϭ 5.041; p ϭ 0.044)”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Findingown data
Patterns of phase synchrony were markedly different between visible and invisible conditions.
“the patterns of phase synchrony were markedly different”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Findingown data
Only perceived words induced a transient long-distance synchronization of gamma oscillations across widely separated regions of the brain.
“only perceived words induced a transient long-distance synchronization of gamma oscillations across widely separated regions of the brain.”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Findingown data
In the invisible condition, only few electrode pairs exhibited significant phase synchronization.
“In the invisible condition, only few electrode pairs exhibited significant phase synchronization.”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Findingown data
Only words reported as perceived induced an increase of the P300 component of the event-related potential.
“an increase of the P300 component of the eventrelated potential”
Quote in the paperNot a substantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: Subjective report of word visibility is a valid index of conscious perception.
- Findingown data
Only words reported as perceived induced enhanced theta oscillations over frontal regions during the maintenance interval.
“Only words reported as perceived induced (1) enhanced theta oscillations over frontal regions during the maintenance interval”
Quote in the paperNot a substantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: Subjective report of word visibility is a valid index of conscious perception.
- Findingown data
Reaction times between the two control conditions did not differ (1269 and 1296 ms).
“Reaction times between the two control conditions did not differ (1269 and 1296 ms; F (1,14) ϭ 0.361; p ϭ 0.557).”
Quote in the paperNot a substantial claim - Findingown data
From 130 to 430 ms after sample-word presentation, the mean amplitude of a frontocentral positivity, peaking at 240 ms and resembling P3a, was higher in the visible than in the invisible condition.
“A second significant difference between perceptual conditions was apparent in the ERP from 130 to 430 ms after sample-word presentation.In this interval, the mean amplitude of a frontocentral positivity, peaking at 240 ms after sample-word presentation and resembling P3a, was higher in the visible than in the invisible condition (F (1,14) ϭ 37.766; p ϭ 0.00002; 2.3394V difference).”
Quote in the paperNot a substantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Findingown data
Mean amplitude of theta activity (5-6 Hz) increased significantly over frontal electrodes in the visible condition during the interval in which the sample word had to be kept in memory (67-520 ms).
“In addition, the mean amplitude of theta activity (5-6 Hz) increased significantly over frontal electrodes in the visible condition during the interval in which the sample word had to be kept in memory (time interval, 67-520 ms)”
Quote in the paperNot a substantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Findingown data
The power of oscillations was also enhanced in exactly the same frequency range (67-80 Hz) during 10-40 ms after test-word presentation.
“Interestingly, in this case the power of oscillations was also enhanced and in exactly the same frequency range (visible vs invisible: F (1,14) ϭ 8.006; p ϭ 0.015).”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Findingown data
The increase in synchrony averaged over all electrodes occurred in the high gamma range (67-80 Hz) during 10-40 ms after test-word presentation.
“The increase in synchrony, averaged over all electrodes, occurred in the high gamma range (67-80 Hz) and during the interval 10 -40 ms after test-word presentation (visible vs invisible: F (1,14) ϭ 11.803; p ϭ 0.005).”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Findingown data
The amplitude of the P3-like component starts to diverge at a point in time when the differences in phase synchrony have vanished.
“Interestingly, the amplitude of the P3-like component starts to diverge at a point in time when the differences in phase synchrony have vanished.”
Quote in the paperNot a substantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Findingown data
Phase synchronization across electrodes clearly differentiated between conditions.
“phase synchronization across electrodes clearly differentiated between conditions”
Quote in the paperSubstantial claim - Findingown data
There were two episodes of enhanced phase synchrony.
“There were two episodes of enhanced phase synchrony.”
Quote in the paperSubstantial claim - Findingown data
The other episode of enhanced phase synchrony was associated with test-word presentation, starting 10 ms after test-word presentation, in the 75-80 Hz frequency range (F(1,14)=8.811, p=0.012).
“the other with test-word presentation (starting10 ms after testword presentation, frequency range 75-80 Hz (F (1,14) ϭ 8.811, p ϭ 0.012)”
Quote in the paperSubstantial claim - Findingown data
One episode of enhanced phase synchrony was associated with sample-word presentation, starting 80 ms after sample-word presentation, in the 50-57 Hz frequency range (F(1,14)=5.806, p=0.033).
“One was associated with sampleword presentation (starting 80 ms after sample-word presentation; frequency range, 50 -57 Hz; F (1,14) ϭ 5.806; p ϭ 0.033)”
Quote in the paperNot a substantial claim - Findingown data
Our results show similar activation patterns at individual electrodes in the visible and invisible conditions.
“Our results show similar activation patterns at individual electrodes in the visible and invisible conditions”
Quote in the paperSubstantial claim - Findingown data
After the long-distance synchronization, other electrophysiological measures such as P3a and theta oscillations continue to differentiate between consciously and nonconsciously perceived words.
“After this, other electrophysiological measures, such as P3a and theta oscillations, continue to differentiate between consciously and nonconsciously perceived words.”
Quote in the paperSubstantial claim - Findingown data
Synchronization occurred more frequently between distant electrodes.
“the scalp topography shows that synchronization occurred more frequently between distant electrodes.”
Quote in the paperSubstantial claim - Findingown data
Test-word presentation evoked P1-N1 components whose latency, amplitude, and spatial distribution were similar in visible and invisible conditions.
“In the ERP, test-word presentation evoked P1-N1 components, the latency, amplitude, and spatial distribution of which were similar in the visible and invisible conditions (F (1,14) ϭ 2.896; p ϭ 0.115; 1.205 V difference).”
Quote in the paperNot a substantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Findingown data
In our experiment, there was no evidence for a distance-dependent gradient in PLVs.
“In our experiment there, was no evidence for a distance-dependent gradient in PLVs.”
Quote in the paperSubstantial claim - Findingnone given
The first electrographic difference between conscious and nonconscious stimulus processing was increased phase-locking of induced gamma oscillations across widely distributed cortical regions.
“The first electrographic difference between conscious and nonconscious stimulus processing was increased phase-locking of induced gamma oscillations across widely distributed cortical regions.”
Quote in the paperSubstantial claim - Findingown data
The power of gamma oscillations was enhanced in association with the presentation of the test word, starting 20 ms after test-word presentation, in the 60-75 Hz frequency range (F(1,14)=6.875, p=0.022).
“the power of gamma oscillations was enhanced in association with the presentation of the test word (starting 20 ms after test-word presentation; frequency range, 60 -75 Hz; F (1,14) ϭ 6.875; p ϭ 0.022)”
Quote in the paperSubstantial claim - Findingown data
The first electrographic signature of conscious processing has a short latency.
“The present finding that the first electrographic signature of conscious processing has a short latency”
Quote in the paperSubstantial claim - Findingown data
Consciously perceived stimuli give rise to an early and global phase-locking of gamma oscillations.
“these consisted of (1) an early and global phase-locking of gamma oscillations”
Quote in the paperSubstantial claim - Findingown data
Visible and invisible words induced gamma oscillations of similar power and distribution.
“The finding that visible and invisible words induced gamma oscillations of similar power and distribution”
Quote in the paperSubstantial claim - Findingown data
Phase synchrony is stronger in the visible condition during the 40-180 ms time window involving occipito, parieto, and frontal electrodes, with intrahemispheric and interhemispheric connections.
“In contrast, phase synchrony is stronger in the visible condition during the 40 -180 ms time window involving occipito, parieto, and frontal electrodes, with intrahemispheric and interhemispheric connections.”
Quote in the paperSubstantial claim - Findingown data
These ERP differences occur only after the end of the transient increase in phase synchrony.
“Interestingly, these ERP differences occur only after the end of the transient increase in phase synchrony.”
Quote in the paperSubstantial claim - Findingown data
Gamma activity does not statistically differ between visible and invisible conditions.
“Gamma activity does not statistically differ between visible and invisible conditions.”
Quote in the paperSubstantial claim - Findingown data
There are three statistically significant bursts of synchronous activity.
“There are three statistically significant bursts of synchronous activity.”
Quote in the paperSubstantial claim - Findingown data
Consciously perceived stimuli give rise to an enhancement of power and phase-locking of gamma oscillations before test stimulus presentation.
“(3) an enhancement of power and phaselocking of gamma oscillations before test stimulus presentation”
Quote in the paperSubstantial claim - Findingown data
No significant differences were found for the last peak of synchronous activity.
“No significant differences were found for the last peak.”
Quote in the paperNot a substantial claim - Premisecitation
Unconsciously processed stimuli activate high-level cortical areas.
“Evidence from patients suffering from blindsight (Goebel et al., 2001), hemineglect (Vuilleumier et al., 2002;Cappelletti and Cipolotti, 2006), or prosopagnosia (Renault et al., 1989) supports the notion that unconsciously processed stimuli activate high-level cortical areas.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Goebel et al., 2001
Not checked in the free run.
- cites Vuilleumier et al., 2002
Not checked in the free run.
- cites Renault et al., 1989
Not checked in the free run.
- Interpretationreasoning
Complex cognition can proceed in the absence of consciousness.
“This implies that complex cognition can proceed in the absence of consciousness, raising the question how the neuronal substrates of conscious and nonconscious processes differ.”
Quote in the paperSubstantial claim - Interpretationown data
Transient large-scale synchronization is the critical event that triggers subsequent processes by enhancing the saliency of activation patterns sufficiently to permit access to consciousness.
“We propose that the transient large-scale synchronization is the critical event that triggers these subsequent processes by enhancing the saliency of the activation patterns sufficiently to permit access to consciousness.”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Rests on an assumption: Subjective report of word visibility is a valid index of conscious perception.
- Interpretationown data
The critical process mediating access to conscious perception is the early transient global increase of phase synchrony of oscillatory activity in the gamma frequency range.
“We propose that the critical process mediating the access to conscious perception is the early transient global increase of phase synchrony of oscillatory activity in the gamma frequency range.”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Rests on an assumption: Subjective report of word visibility is a valid index of conscious perception.
- Interpretationown data
Masked words, although invisible, were still processed.
“Therefore, masked words, although invisible, were still processed.”
Quote in the paperSubstantial claim - Interpretationown data
The main difference between visible and invisible conditions in the early period is the coherence of activity among cortical regions rather than the amount of local neural synchronization.
“The finding that phase-locking in the visible condition increases without a concomitant increase of gamma power, even when the comparison was restricted to individual electrodes, suggests that the main difference between visible and invisible conditions, in this early period, is the coherence of activity among cortical regions rather than the amount of local neural synchronization.”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Interpretationcitation
The short-latency effects after test-word presentation might reflect anticipatory processes that occur only when subjects have seen the sample word.
“Because of their short latency, these effects might reflect anticipatory processes that occur only when the subjects have seen the sample word (Courtemanche and Lamarre, 2005).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Courtemanche and Lamarre, 2005
Not checked in the free run.
- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
- Interpretationown data
It is unlikely that the observed synchronization in the present experiment was attributable to volume conduction.
“We consider it unlikely that this had occurred in the present experiment for the following reasons.”
Quote in the paperSubstantial claim- Rests on an assumption: Enhanced synchronization can be mimicked by volume conduction if it occurs with zero phase lag.
- Rests on an assumption: If observed synchronization were attributable to activation or inactivation of one or several generators, it should show up as a difference in induced gamma activity or ERPs between experimental conditions.
- Rests on an assumption: Synchronization caused by volume conduction must occur with zero phase difference between electrodes.
- Rests on an assumption: Phase synchronization caused by volume conduction should exhibit a distance-dependent gradient on the scalp.
- Interpretationreasoning
Early large-scale synchronization could be the event that triggers ignition of the global workspace of consciousness.
“This suggests that early large-scale synchronization could be the event that triggers ignition of the global workspace of consciousness, as postulated by Dehaene and Naccache (2001) and Dehaene et al. (2006).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Dehaene and Naccache (2001)
Not checked in the free run.
- cites Dehaene et al. (2006)
Not checked in the free run.
- Interpretationown data
The same neural generators are activated in both visible and invisible conditions.
“suggesting that the same neural generators are activated in both cases.”
Quote in the paperSubstantial claim - Interpretationcitation
Long-distance synchronization plays a role in triggering the cognitive processes associated with conscious awareness.
“This suggests that long-distance synchronization plays a role in triggering the cognitive processes associated with conscious awareness (Dehaene et al., 2006).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Dehaene et al., 2006
Not checked in the free run.
- Interpretationown data
The most prominent synchronization did not occur with zero phase lag.
“This means that the most prominent synchronization did not occur with zero phase lag, as expected from volume conduction.”
Quote in the paperSubstantial claim- Rests on an assumption: Synchronization caused by volume conduction must occur with zero phase difference between electrodes.
- Interpretationown data
The observed synchronization is incompatible with instantaneous volume conduction.
“which is incompatible with instantaneous volume conduction.”
Quote in the paperSubstantial claim- Rests on an assumption: Synchronization caused by volume conduction must occur with zero phase difference between electrodes.
- Interpretationown data
Enhanced long-range coordination of oscillatory activity occurred only in the visible condition.
“suggesting enhanced long-range coordination of oscillatory activity only in the visible condition.”
Quote in the paperSubstantial claim - Interpretationreasoning
The discrepancy between sustained and transient activity found in different studies could be attributable to different experimental paradigms.
“The discrepancy between sustained and transient activity found in different studies could also be attributable to the different experimental paradigms.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The observed synchronization occurs with varying time delays from trial to trial.
“the scatter in phase lag implies that the observed synchronization occurs with varying time delays from trial to trial”
Quote in the paperSubstantial claim - Interpretationown data
The activity of the contributing generators was unchanged during the interval of enhanced phase-locking.
“suggesting that the activity of the contributing generators was unchanged.”
Quote in the paperSubstantial claim - Interpretationreasoning
The late correlates of conscious perception described previously might reflect a mixture of cognitive processes that may have masked the brief and early episode of phase-locking.
“The late correlates of conscious perception described previously might thus reflect a mixture of cognitive processes (e.g., perception and decision making) that may have masked the brief and early episode of phaselocking.”
Quote in the paperSubstantial claim - Interpretationcitation
The time window 80-120 ms is relevant for conscious perception.
“suggesting that this time window is relevant for conscious perception.”
Quote in the paperSubstantial claim - Interpretationreasoning
The divergence of conscious and unconscious processing occurs within 100 ms after stimulus presentation.
“the divergence of conscious and unconscious processing occurs within 100 ms after stimulus presentation”
Quote in the paperSubstantial claim - Premisecitation
Applying a TMS magnetic pulse over V1 and/or circumstriate areas can impair visual perception of a briefly presented stimulus.
“Walsh and Cowey (1998) found that applying a TMS magnetic pulse over V1 and/or circumstriate areas can impair visual perception of a briefly presented stimulus”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Walsh and Cowey (1998)
Not checked in the free run.
- Interpretationreasoning
The responses observed after test-word presentation support the interpretation that late correlates reflect a mixture of cognitive processes.
“The responses observed after test-word presentation support this latter interpretation.”
Quote in the paperSubstantial claim - Interpretationown data
Only consciously perceived stimuli give rise to a cascade of processes that have distinct electrophysiological signatures.
“Together, the data suggest that only consciously perceived stimuli give rise to a cascade of processes that have distinct electrophysiological signatures.”
Quote in the paperSubstantial claim - Premisecitation
Areas at the highest level of the processing hierarchy (frontal areas) become active as early as 100 ms after stimulation.
“areas at the highest level of the processing hierarchy (frontal areas) become active as early as 100 ms after stimulation (Nowak and Bullier, 1997)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Nowak and Bullier, 1997
Not checked in the free run.
- Interpretationown data
Access to consciousness is triggered by an early coordination (synchronization) of widely distributed neuronal assemblies starting as early as 80 ms after stimulus presentation.
“our results indicate that access to consciousness is triggered by an early coordination (synchronization) of widely distributed neuronal assemblies starting as early as 80 ms after stimulus presentation”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Palva et al. (2005)
Not checked in the free run.
- cites Fries et al. (2001)
Not checked in the free run.
- Interpretationown data
Unconsciously perceived words are processed.
“indicating that the unconsciously perceived words are processed.”
Quote in the paperSubstantial claim - Interpretationown data
Invisible words were thoroughly processed.
“suggests that invisible words were thoroughly processed.”
Quote in the paperSubstantial claim - Interpretationown data
It is unlikely that the electrophysiological signatures associated with conscious perception are simply a reflection of more extensive processing rather than reflecting mechanisms specifically associated with awareness.
“We consider this as unlikely for several reasons.”
Quote in the paperSubstantial claim - Interpretationown data
The enhancement of power and phase-locking of gamma oscillations before test stimulus presentation may be a correlate of the anticipation of the matching between short-term memory contents and sensory input.
“that may be a correlate of the anticipation of the matching between short-term memory contents and sensory input.”
Quote in the paperSubstantial claim - Interpretationown data
The P3a-like component and sustained theta oscillations over frontal areas likely reflect transfer and maintenance of the perceived stimuli in working memory.
“that are likely to reflect transfer and maintenance of the perceived stimuli in working memory”
Quote in the paperSubstantial claim - Interpretationcitation
Our results on ERPs agree with the data of Sergent et al. (2005) that ERPs evoked by perceived and unperceived stimuli start to diverge around 270 ms.
“Our results on ERPs agree with the data of Sergent et al. (2005), which suggests that ERPs evoked by perceived and unperceived stimuli start to diverge around 270 ms.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sergent et al. (2005)
Not checked in the free run.
- May combine two claims. 25
- Classified as probably not a substantial claim. 10
May combine two claims.
Findingown dataPatterns of gamma activity were spatially homogeneous and similar for visible and invisible conditions.
“the patterns of gamma activity were spatially homogeneous and similar for the two conditions”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
May combine two claims.
Findingown dataIn the visible condition, 94.5% of sample words were classified correctly, with mean d' 3.85, significantly above chance.
“Behavioral results showed that, in the experimental condition in which sample words could be perceived, 94.5% of the words were classified correctly (F (1,14) ϭ 904.5; p Ͻ 0.001), the mean dЈ being 3.85, which implies a highly significant difference from chance (F (1,14) ϭ 192.2; p Ͻ 0.001).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the invisible condition, performance dropped to chance level (52.2%) and mean d' did not differ from zero (d'=0.16).
“Conversely, in the experimental condition that rendered sample words invisible, performance dropped to chance level (52.2%;F (1,14) ϭ 2.097; p ϭ 0.170), and the mean dЈ value did not differ from zero (dЈ ϭ 0.16; F (1,14) ϭ 2.598; p ϭ 0.129)”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn control conditions, success rates were 92.50 and 86.17%, with d' values 3.27 and 2.50, indicating participants could detect control words.
“In control conditions, the success rates were 92.50 and 86.17%, and the respective dЈ values were 3.27 and 2.50, indicating that participants were able to detect the control words.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThere was a significant increase in phase synchrony in the frequency band 63-83 Hz in the interval 185-240 ms after test-word presentation, which did not differ between visible and invisible conditions.
“First, there was a significant increase in phase synchrony in the frequency band from 63 to 83 Hz in the interval 185-240 ms after test-word presentation (visible vs baseline: F (1,14) ϭ 22.869, p Ͻ 0.001; invisible vs baseline: F (1,14) ϭ 18.720, p ϭ 0.001; visible vs invisible conditions: F (1,14) ϭ 0.199, p ϭ 0.663)”
Quote in the paperNot a substantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
May combine two claims.
Findingown dataImmediately after test-word presentation, both phase synchrony and gamma power were significantly higher in the visible than in the invisible condition.
“A third and more delayed difference between the visible and invisible conditions was observed immediately after test-word presentation.Here, both phase synchrony and gamma power were significantly higher during the visible than the invisible conditions.”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
May combine two claims.
Findingown dataThere was a significant increase in power of gamma oscillations in a broad frequency range (36-85 Hz) during 155-230 ms after test-word presentation, which did not differ between visible and invisible conditions.
“Second, there was a significant increase in power of gamma oscillations in a broad frequency range (36 -85 Hz) during the interval of 155-230 ms after test-word presentation (visible vs baseline: F (1,14) ϭ 63.524, p Ͻ 0.001; invisible vs baseline: F (1,14) ϭ 52.626, p Ͻ 0.001; visible vs invisible condition: F (1,14) ϭ 2.030, p ϭ 0.180).”
Quote in the paperNot a substantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
- Rests on an assumption: The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
May combine two claims.
Findingown dataDuring the interval of enhanced phase-locking, neither the ERPs nor the induced gamma oscillations differed between conditions.
“During the interval of enhanced phase-locking, neither the ERPs nor the induced gamma oscillations differed between conditions”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataOur results show increased neural synchrony for the visible condition, which lasts ~100 ms but reaches significance only during a short time window (~50 ms).
“Our results show increased neural synchrony for the visible condition, which lasts ϳ100 ms but reaches significance only during a short time window (ϳ50 ms)”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn our experiment, the phase angles at which synchronization occurred were not centered on zero and exhibited considerable scatter.
“In our experiment, the phase angles at which synchronization occurred were not centered on zero and exhibited considerable scatter (Ϯrads)”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe induced synchronization after test-word presentation occurred with much longer latency (~200 ms) and was in the range described in previous experiments.
“In this case, the induced synchronization occurred with much longer latency (ϳ200 ms) and was in the range described in previous experiments.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataConsciously perceived stimuli give rise to an enhancement of a P3a-like component of the ERP and of sustained theta oscillations over frontal areas.
“(2) an enhancement of a P3a-like component of the ERP and of sustained theta oscillations over frontal areas”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataPrime words, although not perceived, had a clear behavioral effect indicating that unconsciously perceived words are processed.
“Prime words, although not perceived, had a clear behavioral effect indicating that the unconsciously perceived words are processed.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe first and second peaks of synchronous activity occur only in the visible condition.
“The first and second peaks occur only in the visible condition.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the window between 180 and 330 ms, the pattern of phase synchrony lateralizes over the left hemisphere and restricts to occipitoparietal electrodes.
“In the window between 180 and 330 ms, the pattern of phase synchrony lateralizes over the left hemisphere and restricts to occipitoparietal electrodes.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationMasked, briefly presented stimuli that cannot be reported can still be highly processed and even activate motor responses.
“Stimuli that are masked and presented so briefly that they cannot be reported can still be highly processed and even activate motor responses (Marcel, 1983;Dehaene et al., 1998Dehaene et al., , 2001Dehaene et al., , 2004;;Naccache et al., 2005).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Marcel, 1983
Not checked in the free run.
- cites Dehaene et al., 1998
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationBeta and gamma frequency band phase synchrony is enhanced for consciously perceived stimuli and correlates with conscious perception in binocular rivalry.
“Indeed,  and gamma frequency band phase synchrony is enhanced for consciously perceived stimuli (Meador et al., 2002;Gross et al., 2004;Nakatani et al., 2005;Palva et al., 2005) and correlates with conscious perception in binocular rivalry (Fries et al., 1997(Fries et al., , 2002;;Srinivasan et al., 1999;Doesburg et al., 2005).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Meador et al., 2002 source
Not checked in the free run.
- cites Fries et al., 1997
Not checked in the free run.
- cites Doesburg et al., 2005
Not checked in the free run.
Probably not a substantial claim: may not pass S1 (asserted). May combine two claims.
PremisecitationThe neural signature of unconscious perception is local coordination of neural activity and propagation along sensory processing pathways, whereas conscious perception requires global coordination of widely distributed neural activity by long-distance synchronization.
“The neural signature of unconscious perception would be local coordination of neural activity and propagation along sensory processing pathways, whereas conscious perception would require global coordination of widely distributed neural activity by long-distance synchronization (Dehaene et al., 2006).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Dehaene et al., 2006
Not checked in the free run.
May combine two claims.
PremisereasoningPrevious studies of synchronization in conscious perception investigated spatially restricted neural assemblies or did not distinguish local from global coordination.
“However, these studies have investigated synchronization in spatially restricted neural assemblies, or without distinguishing between local and global coordination.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe P3-like component has been related to the updating of contents kept in working memory.
“The P3-like component has been related to the updating of contents kept in working memory (Donchin, 1981).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Donchin, 1981
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationFrontal theta oscillations have been assigned a role in the maintenance of short-term memories.
“Frontal theta oscillations have been assigned a role in the maintenance of short-term memories (Jensen and Tesche, 2002;Schack et al., 2005).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Jensen and Tesche, 2002
Not checked in the free run.
- cites Schack et al., 2005
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe necessity to use long windows for assessment of low-frequency oscillations precluded determination of the precise onset of enhanced theta.
“Although it would have been interesting to see whether the theta enhancement started only after the episode of gamma phase-locking, the necessity to use long windows for the assessment of the low-frequency oscillations precluded determination of the precise onset of enhanced theta.”
Quote in the paperNot a substantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
May combine two claims.
Study design and conductreasoningThe contrast of visible-minus-invisible minus control-visible-minus-control-invisible removes remaining luminance effects, so persisting effects reflect processes related to conscious perception of the sample word.
“This contrast should remove any remaining luminance effects, and persisting effects should only reflect processes related to conscious perception of the sample word.”
Quote in the paperSubstantial claim- Rests on an assumption: The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
May combine two claims.
Interpretationown dataNeural synchronization could last longer but is nonetheless transient.
“suggesting that neural synchronization could last longer but is nonetheless transient.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationExperiments on change blindness show that unattended objects could be fleetingly represented and reported but their representations disappear as soon as a new object is presented or if the eyes move to a new location.
“experiments on the related phenomenon of change blindness show that unattended objects could be fleetingly represented and reported but that their representations disappear as soon as a new object is presented or if the eyes move to a new location (Landmann et al., 2003).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Landmann et al., 2003
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe brain can process information remarkably fast.
“these results suggest that the brain can process information remarkably fast”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenThe fast stream of stimuli used in our experiment might have imposed pressure on perceptual processes, leading to a shortening of the processing time devoted to each stimulus.
“First, the fast stream of stimuli used in our experiment might have imposed pressure on the perceptual processes, leading to a shortening of the processing time devoted to each stimulus.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThe sustained activity often reported using such experimental paradigms could reflect the transfer or maintenance of a stable representation in working memory and is not necessarily a correlate of conscious perception itself.
“Thus, the sustained activity often reported using such experimental paradigms could reflect the transfer or maintenance of a stable representation in working memory and are not necessarily a correlate of conscious perception itself.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe combination of the different methods applied here allows for a more detailed temporal characterization of the putative EEG events differentiating between conscious and unconscious processing.
“The combination of the different methods applied here allows for a more detailed temporal characterization of the putative EEG events differentiating between conscious and unconscious processing.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
InterpretationcitationThis early wave of activation might be an essential correlate of conscious perception.
“implying that this early wave of activation might be an essential correlate of conscious perception (Pins and Ffytche, 2003).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Pins and Ffytche, 2003
Not checked in the free run.
May combine two claims.
InterpretationreasoningFast and transient large-scale synchronization enhances the saliency of activation patterns sufficiently to permit access to consciousness and thereby triggers a sequence of processes such as perception stabilization, maintenance in working memory, and generation of expectancies associated with conscious awareness.
“Thus, it seems as if the fast and transient large-scale synchronization enhances the saliency of the activation patterns sufficiently to permit access to consciousness and thereby triggers a sequence of processes such as perception stabilization, maintenance in working memory, and generation of expectancies that are associated with conscious awareness.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductnone givenIn the control experiment with the subliminal priming task, we evaluated the depth of processing of the unperceived word using the same protocol as in the main experiment.
“In addition, in the control experiment with the subliminal priming task, we evaluated the depth of processing of the unperceived word using the same protocol as in the main experiment.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningThe key event mediating access to consciousness is the early long-distance synchronization of neural assemblies, rather than the mere depth of processing in the various cortical areas involved in written word processing.
“Therefore, we consider it likely that the key event mediating access to consciousness is the early long-distance synchronization of neural assemblies, rather than the mere depth of processing in the various cortical areas involved in written word processing.”
Quote in the paperSubstantial claim
The paper relies on this without support.
The EEG response to the masking stimuli is equivalent in experimental and control conditions, so subtracting control from experimental traces isolates the response to the sample word.
“This design enabled us to isolate the response to the sample word by subtracting the response elicited by the masking stimuli.”
The paper relies on this without support.
The filter that eliminated the continuous 50 Hz AC component kept the biological 50 Hz signal intact.
“a filter was designed that eliminated only the continuous 50 Hz (AC) component but kept the biological 50 Hz signal.”
The paper relies on this without support.
Subjective report of word visibility is a valid index of conscious perception.
“Only words reported as perceived induced”
The paper relies on this without support.
The delayed matching to sample task involves language processing.
“which agrees with the fact that the task involves language processing.”
The paper relies on this without support.
Enhanced synchronization can be mimicked by volume conduction if it occurs with zero phase lag.
“Enhanced synchronization can be mimicked by volume conduction if it occurs with zero phase lag.”
The paper relies on this without support.
If observed synchronization were attributable to activation or inactivation of one or several generators, it should show up as a difference in induced gamma activity or ERPs between experimental conditions.
“if the observed synchronization were attributable to activation or inactivation of one or several generators, it should show up as a difference in the induced gamma activity or in the ERPs between experimental conditions.”
The paper relies on this without support.
Synchronization caused by volume conduction must occur with zero phase difference between electrodes.
“synchronization caused by volume conduction must occur with zero phase difference between electrodes.”
The paper relies on this without support.
Phase synchronization caused by volume conduction should exhibit a distance-dependent gradient on the scalp.
“phase synchronization caused by volume conduction should exhibit a distancedependent gradient on the scalp”
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?
Higher levels of inter-region functional coordination can facilitate emergence of neural activity as conscious percepts.
“Higher levels of inter-region functional coordination can facilitate emergence of neural activity as conscious percepts.”
From Elevated functional connectivity along a corticostriatal loop and the mechanism of auditory/verbal hallucinations in patients with schizophrenia (2011) · cites this paper as [12]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Test-related gamma increase is placed before and after test presentation
MinorThe abstract places the increase in gamma power and phase synchrony before the test word, but the results place both measured increases after its presentation.
“an increase in power and phase synchrony of gamma oscillations before the anticipated presentation of the test word.”
“The increase in synchrony, averaged over all electrodes, occurred in the high gamma range (67-80 Hz) and during the interval 10 -40 ms after test-word presentation (visible vs invisible: F (1,14) ϭ 11.803; p ϭ 0.005).Interestingly, in this case the power of oscillations was also enhanced and in exactly the same frequency range”
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Research works printed but not linked: 2
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- Authors
- Melloni, L., Molina, C., Pena, M., Torres, D., Singer, W., & Rodriguez, E.
- Affiliations
- Radboud University Nijmegen (NL)
- Pontificia Universidad Católica de Chile (CL)
- Goethe University Frankfurt (DE)
- ORCID
- Singer, Wolf
- Venue
- The Journal of Neuroscience
- Publisher
- Society for Neuroscience
- Published
- 2007-03-14
- Volume
- 27
- Issue
- 11
- Pages
- 2858-2865
- ISSN
- 0270-6474 (ISSN-L)
- 1529-2401
- PMC
- PMC6672558
- OpenAlex
- W1983939506
- Semantic Scholar
- b2ac15db0b7829efcb8dcbda723039a3df2b6f11
- Cited by
- 716
- References
- 49
- Citations by year
- 2026: 12 · 2025: 16 · 2024: 21 · 2023: 23 · 2022: 39 · 2021: 31 · 2020: 31 · 2019: 50 · 2018: 24 · 2017: 49 · 2016: 40 · 2015: 45 · 2014: 52 · 2013: 36 · 2012: 44
- FWCI
- 27.31
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Journal of Neuroscience (publishedVersion, cc-by-nc-sa)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Americanae (AECID Library) (submittedVersion, other-oa)
- LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) (submittedVersion, other-oa)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Philosophy and Theoretical Science
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Keywords
- conscious perception, subliminal perception, neuronal synchronization, gamma oscillations, phase synchronization, theta oscillations, P300, event-related potentials, delayed matching-to-sample, unconscious processes
- MeSH terms
- Adult, Cerebral Cortex, Consciousness, Cortical Synchronization, Female, Humans, Male, Neurons, Perception, Psychomotor Performance, Reaction Time
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.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.
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 ›
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