Memory and Sleep: How Sleep Cognition Can Change the Waking Mind for the Better
Open accessAbstract
The memories that we retain can serve many functions. They guide our future actions, form a scaffold for constructing the self, and continue to shape both the self and the way we perceive the world. Although most memories we acquire each day are forgotten, those integrated within the structure of multiple prior memories tend to endure. A rapidly growing body of research is steadily elucidating how the consolidation of memories depends on their reactivation during sleep. Processing memories during sleep not only helps counteract their weakening but also supports problem solving, creativity, and emotional regulation. Yet, sleep-based processing might become maladaptive, such as when worries are excessively revisited. Advances in research on memory and sleep can thus shed light on how this processing influences our waking life, which can further inspire the development of novel strategies for decreasing detrimental rumination-like activity during sleep and for promoting beneficial sleep cognition.
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Written from the paper’s full text.
TL;DR
This review argues that sleep, especially NREM/SWS, supports memory consolidation through reactivation and nested oscillations, with consequences for problem solving, creativity, emotional regulation, and well-being. It also proposes that maladaptive sleep-based memory processing may contribute to rumination and psychiatric symptoms, and that targeted memory reactivation (TMR) can modify these processes.
Key findings
- Memory reactivation during sleep, especially NREM/SWS, is linked to consolidation; hippocampal sharp-wave/ripples (70–110 Hz in humans, 150–200 Hz in rodents) nest within thalamo-cortical spindles (11–16 Hz, 0.5–3 s) and cortical slow oscillations (≤1 Hz), providing a temporal frame for hippocampal–neocortical communication.
- A meta-analysis including over 90 experiments found that TMR cues presented during SWS or N2 selectively improved memory for cued information relative to uncued information; TMR benefits have been shown for spatial, skill, vocabulary, and word recall, and can enhance problem solving and creativity.
- Sleep processing can support problem solving and emotional regulation; in one study, after an 8-hour break including sleep or wake, only 35% of participants discovered a hidden shortcut, but participants who slept were more likely to discover it than those who did not.
- Maladaptive sleep cognition may contribute to psychiatric conditions: sleep disturbances are reported in 50–80% of people with psychiatric disorders; MDD shows reduced slow-wave activity and altered dynamics; REM instability/arousals are linked to PTSD and insomnia; and TMR cueing negative memories increased negative ratings one week later in socially anxious adolescents but not healthy ones.
Methods
- Narrative review synthesizing human and rodent studies of memory consolidation during sleep, including EEG/intracranial recordings, fMRI, behavioral sleep/wake comparisons, TMR, and meta-analytic evidence.
- No new primary data or sample; the paper integrates prior findings and proposes a conceptual framework linking sleep memory processing to waking cognition and well-being.
- Main analysis is conceptual synthesis across systems consolidation, sleep physiology (SWRs, SOs, spindles), TMR, creativity/problem solving, emotion, and psychiatric disorders.
Limitations
- The paper states that many mechanisms remain not fully understood, including hippocampal–neocortical contributions to memory change, and that the jury is still out on whether sleep effects apply universally across memory types.
- The paper notes mixed results: SO enhancement sometimes occurs without memory improvement; word-pair recall measures often have low test-retest reliability; some studies failed to find sleep benefits for problem solving; TMR may not produce the same reactivation as spontaneous reactivation; and IAT measures have poor reliability, with one TMR bias result failing to replicate.
- Evident from the text: as a review, it does not provide new experimental tests, and causal claims about maladaptive sleep cognition and psychiatric disorders are often speculative or hypothesized rather than directly established.
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Cites
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Claims the paper makes
0 of 141 cited sources checked · 0 supported · 0 flagged
- Findingcitation
Behavioral studies have produced ample evidence of superior retrieval of various types of information after a period of sleep compared to a period of wake.
“Behavioral studies of memory consolidation during sleep have produced ample evidence of superior retrieval of various types of information after a period of sleep compared to a period of wake (e.g., Karni et al. 1994, Plihal & Born 1997, Walker et al. 2002, Tucker et al. 2006).”
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- cites Plihal & Born 1997
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- cites Walker et al. 2002
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- Findingreasoning
Damage to the medial temporal lobe can lead to a profound impairment in learning, or anterograde amnesia.
“In keeping with this idea, damage to the medial temporal lobe can lead to a profound impairment in learning, or anterograde amnesia.”
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Human declarative memories undergo consolidation for many months after learning.
“The proposal that human declarative memories undergo consolidation for many months after learning, initially regarded by researchers as surprising, is now widely accepted (Squire 1992, Squire & Wixted 2011).”
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- cites Squire & Wixted 2011
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- Findingcitation
The temporal patterns of action potentials exhibited during wake are repeated during sleep, constituting memory replay.
“This finding was later extended to show that the temporal patterns of action potentials exhibited during wake are repeated during sleep, constituting memory replay (Skaggs & McNaughton 1996).”
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- Findingcitation
Rodent hippocampal place cells with fields used in recent exploration fired more frequently during sleep compared to cells with fields not encountered during pre-sleep exploration.
“Rodent hippocampal place cells with fields used in recent exploration fired more frequently during sleep compared to cells with fields not encountered during pre-sleep exploration (Pavlides & Winson 1989).”
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- Findingcitation
Coordinated place cell activity in the hippocampus was likely to reoccur again during sleep.
“In a seminal study on memory consolidation, Wilson & McNaughton (1994) found that coordinated place cell activity in the hippocampus was likely to reoccur again during sleep.”
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- Findingcitation
Auditory entrainment produced an increase in spindles with characteristics resembling those of endogenous spindles.
“For example, auditory entrainment produced an increase in spindles with characteristics resembling those of endogenous spindles (Antony & Paller 2017).”
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- Findingcitation
Memory changes after a nap correlated with SWS spindle activity but not with N2 spindle activity.
“However, given findings that memory changes after a nap correlated with SWS spindle activity but not with N2 spindle activity (Antony et al. 2012, Cox et al. 2012), spindles during SWS may be particularly important for consolidation.”
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- cites Cox et al. 2012
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- Findingcitation
The coupling between SOs and spindles predicts the degree of memory strengthening over sleep.
“The importance of the link between SOs and spindles is underscored by the finding that their coupling predicts the degree of memory strengthening over sleep (e.g., Latchoumane et al. 2017).”
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- Findingcitation
Manipulating SOs during sleep also increases sleep spindles.
“Furthermore, manipulating SOs during sleep also increases sleep spindles (e.g., Marshall et al. 2006).”
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- Findingcitation
SO enhancement has also occurred in the absence of observed memory improvements.
“However, SO enhancement has also occurred in the absence of observed memory improvements (Cox et al. 2014, Weigenand et al. 2016, Henin et al. 2019, Papalambros et al. 2019).”
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- Findingcitation
In rodents, consistent evidence has suggested a causal role for REM sleep in memory consolidation.
“In rodents, consistent evidence has suggested a causal role for rapid eye movement (REM) sleep in memory consolidation (Smith 1995, Rasch & Born 2013, Klinzing et al. 2019).”
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- Findingcitation
When TMR was applied during SWS or N2, memory was selectively improved for the associated information compared to comparable information for which TMR was not applied.
“The chief finding from recent TMR studies was confirmed by a meta-analysis that included results from over 90 experiments (Hu et al. 2020): When TMR was applied during SWS or N2, memory was selectively improved for the associated information compared to comparable information for which TMR was not applied.”
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- Findingcitation
Tilley also reported a TMR effect for sounds presented during N2.
“However, Tilley also reported a TMR effect for sounds presented during N2.”
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- Findingcitation
Both low-frequency EEG power and SWS duration have repeatedly been found to be correlated with memory improvement over sleep, primarily for declarative memory.
“Both low-frequency EEG power and SWS duration have repeatedly been found to be correlated with memory improvement over sleep, primarily for declarative memory (e.g., Backhaus et al. 2007, Westerberg et al. 2012).”
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- Findingnone given
SWRs are nested in the troughs of thalamo-cortical sleep spindles, which ride on the peaks of cortical slow oscillations (SOs).
“Sharp-wave/ripple complexes (SWRs), found locally in the hippocampus, are nested in the troughs of thalamo-cortical sleep spindles, which, in turn, ride on the peaks (or up-states) of cortical slow oscillations (SOs).”
Quote in the paperSubstantial claim - Findingcitation
A spatial-learning improvement was produced using a rose odor during learning and again during SWS.
“This research approach began to gain widespread interest following a study by Rasch et al. (2007), wherein a spatial-learning improvement was produced using a rose odor during learning and again during SWS (Figure 2b).”
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- Premisecitation
Declarative memories are characterized by their reliance on novel cross-cortical connections.
“Accordingly, declarative memories are characterized by their reliance on novel cross-cortical connections (Paller 2002).”
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- Interpretationcitation
Replay is an essential aspect of the hippocampal-neocortical dialogue that can stabilize cortical representations.
“Additional studies in rodents showing coordinated replay between the hippocampus and the neocortex during sleep suggest that replay is an essential aspect of the hippocampal–neocortical dialogue that can stabilize cortical representations (Foster 2017).”
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- Interpretationnone given
This reactivation may support consolidation whether or not there is a concurrent experience of conscious retrieval.
“This reactivation may support consolidation whether or not there is a concurrent experience of conscious retrieval.”
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Memory processing may be particularly effective during sleep due to its unique physiological and neurochemical properties.
“Memory processing may be particularly effective during sleep due to its unique physiological and neurochemical properties (see the sidebar titled Sleep Physiology).”
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The hippocampus helps fulfill the need to rapidly acquire declarative memories.
“The hippocampus presumably helps fulfill the need to rapidly acquire declarative memories (Marr 1971, McClelland et al. 1995, Norman et al. 2005), which is not the forte of the cortex working by itself (perhaps with some exceptions; see Hebscher et al. 2019).”
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Many types of memory are subject to change in one way or another during sleep.
“The jury is still out on this idea, but it seems clear at this point that many types of memory are subject to change in one way or another during sleep (Rasch & Born 2013).”
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- Premisecitation
The hippocampus may continue to be involved in retrieval for some memories with regard to specific episodic details.
“In addition, the hippocampus may continue to be involved in retrieval for some memories with regard to specific episodic details (Nadel & Moscovitch 1997, Miller et al. 2020).”
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- Interpretationnone given
Memory consolidation depends on the reactivation of memories during sleep.
“A rapidly growing body of research is steadily elucidating how the consolidation of memories depends on their reactivation during sleep.”
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Consolidation may be more effective, and less subject to interference or contamination, when memories are reactivated during sleep.
“Consolidation may indeed be more effective, and less subject to interference or contamination, when memories are reactivated during sleep.”
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Declarative memories can be gradually stabilized via a slower process whereby cortical networks are altered under hippocampal guidance.
“Declarative memories can be gradually stabilized via a slower process whereby cortical networks are altered under hippocampal guidance.”
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The medial temporal lobe, including the hippocampus, provides the neocortex with the capacity for storing declarative memories in an enduring way.
“The apparatus of the medial temporal lobe, centrally including the hippocampus, provides the neocortex with the capacity for storing declarative memories in an enduring way.”
Quote in the paperSubstantial claim - Premisecitation
A crucial part of the consolidation process may occur over periods of sleep.
“Although consolidation may include many mechanisms operative over long periods of time (Dudai 2012), a crucial part of the consolidation process may occur over periods of sleep.”
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- Premisecitation
A putative mechanism for declarative memory consolidation involves the offline engagement of the same neural circuits involved in learning, thereby reinstating the learning-related activity in the service of memory reactivation.
“A putative mechanism for declarative memory consolidation involves the offline engagement of the same neural circuits involved in learning, thereby reinstating the learning-related activity in the service of memory reactivation.”
Quote in the paperSubstantial claim - Interpretationnone given
Memory reactivation during both waking rest periods and sleep is relevant for the modification, integration, and stabilization of memories.
“Many findings now support the idea that memory reactivation during both waking rest periods and sleep is relevant for the modification, integration, and stabilization of memories.”
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Plasticity can still be operative in neural circuits during sleep.
“Importantly, plasticity can still be operative in neural circuits, though various views on the cellular mechanisms of plasticity during sleep have been controversial.”
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Increasing empirical support has convincingly linked spindles with memory consolidation.
“Increasing empirical support has convincingly linked spindles with memory consolidation (Antony et al. 2018, Cairney et al. 2018), though the literature on spindles historically emphasized many other functions, such as sensory processing and intelligence (Fernandez & Luthi 2020).”
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- Interpretationreasoning
An interaction between hippocampal networks and cortical networks could enhance cortico-cortical connections to solidify a complete declarative memory trace.
“In this way, an interaction between hippocampal networks and cortical networks could enhance cortico-cortical connections to solidify a complete declarative memory trace.”
Quote in the paperSubstantial claim - Interpretationnone given
The initial cortical activity, corresponding to an incomplete memory trace, determines which memory will be reactivated.
“The initial cortical activity, corresponding to an incomplete memory trace, determines which memory will be reactivated.”
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A rapid flow of information engaging a cortical-hippocampal-cortical loop can thus be described.
“A rapid flow of information engaging a cortical-hippocampal-cortical loop can thus be described (Rothschild et al. 2017, Lewis & Bendor 2019, Rothschild 2019).”
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- Interpretationreasoning
The existing results offer considerable support for the notion that SOs function as a driving mechanism for strengthening memories during sleep.
“Nevertheless, the existing results offer considerable support for the notion that SOs function as a driving mechanism for strengthening memories during sleep.”
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Synaptic downscaling and active consolidation are not mutually exclusive.
“Importantly, synaptic downscaling and active consolidation are not mutually exclusive.”
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Recent accounts emphasize the critical contributions of both reactivation and synaptic downscaling for retaining old memories and for encoding new ones.
“Recent accounts emphasize the critical contributions of both reactivation and synaptic downscaling for retaining old memories and for encoding new ones (Klinzing et al. 2019).”
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Consolidation is enabled by a synchronized temporal frame for communication among brain areas.
“Accordingly, consolidation is enabled by a synchronized temporal frame for communication among brain areas (Diekelmann & Born 2010).”
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- Interpretationreasoning
Neural evidence that could causally link reactivation with consolidation faces several interpretive challenges.
“Neural evidence that could causally link reactivation with consolidation faces several interpretive challenges.”
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The causal role of SWRs in memory consolidation has received more support than that of hippocampal replay.
“In fact, the causal role of SWRs in memory consolidation has received more support than that of hippocampal replay (Laventure & Benchenane 2020).”
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- Premisecitation
REM has been empirically associated with solving word problems using solution hints from an ostensibly unrelated task.
“REM has also been empirically associated with solving word problems using solution hints from an ostensibly unrelated task (Cai et al. 2009).”
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Some studies failed to find sleep benefits for problem solving.
“Yet, some studies failed to find sleep benefits for problem solving (Brodt et al. 2018, Schönauer et al. 2018).”
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Because the TMR procedure apparently weakened those memories, those memories became associated with the suppression action.
“Because this TMR procedure apparently weakened those memories, we can infer that those memories became associated with the suppression action.”
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New learning during sleep has achieved limited success in associative learning and perceptual learning.
“Such efforts have achieved limited success in the circumscribed territory of associative learning (Arzi et al. 2012) and perceptual learning (Andrillon et al. 2017).”
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Cartwright (1990) found that dreams during a single night sometimes all relate to a common theme, drawing on relevant knowledge from progressively further back in time.
“Cartwright (1990) found that dreams during a single night sometimes all relate to a common theme, drawing on relevant knowledge from progressively further back in time.”
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Results from epileptic patients suggested that a relatively intact medial temporal region is one requirement for TMR.
“Complementing these neuroimaging findings, results from a study in epileptic patients suggested that one requirement for TMR is a relatively intact medial temporal region (Fuentemilla et al. 2013).”
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TMR using a sound associated with learning to suppress a memory showed that new associations were formed during sleep when this suppression-related sound was presented with sounds related to other memories.
“In another study, TMR was accomplished using a sound associated with learning to suppress a memory (Simon et al. 2018). The results showed that new associations were formed during sleep when this suppression-related sound was presented along with sounds related to other memories.”
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A follow-up study showed that EEG activity during SWS in the beta band (17-25 Hz) and perhaps part of the spindle band (10-11 Hz) predicted which participants would discover the shortcut.
“A follow-up study showed that EEG activity during SWS in the form of power in the beta band (17–25 Hz) and perhaps part of the spindle band (10–11 Hz) predicted which participants would discover the shortcut (Verleger et al. 2013).”
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- Interpretationcitation
TMR results converge with spontaneous reactivation findings implicating spindles as crucial for decoding reactivated content.
“These results from TMR studies also converge with findings from studies of spontaneous reactivation that have also implicated spindles as a crucial component in decoding reactivated content (Bergmann et al. 2012, Schönauer et al. 2017).”
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New learning during sleep may be limited to simple types of memory.
“New learning during sleep may be limited to simple types of memory.”
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In rodents, playing tones associated with spatial learning on a two-arm maze during NREM sleep preferentially reactivated corresponding hippocampal place cells over the next few seconds.
“In rodents, TMR was used to directly link memory reactivation with hippocampal replay: When tones associated with spatial learning on a two-arm maze were played during NREM sleep, corresponding hippocampal place cells were preferentially reactivated over the next few seconds (Bendor & Wilson 2012).”
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- Interpretationreasoning
An optimal time for cue presentation is at the end of the spindle refractory period.
“Accordingly, an optimal time for cue presentation is at the end of this refractory period.”
Quote in the paperSubstantial claim- Rests on an assumption: Sleep spindles are unlikely to occur in close succession and are typically separated by 3–6 s.
- Interpretationcitation
These rodent results support the cortical-hippocampal-cortical loop theory of reactivation-dependent memory consolidation.
“These results were thus used to support the cortical-hippocampal-cortical loop theory of reactivation-dependent memory consolidation outlined above.”
Quote in the paperSubstantial claim- Rests on an assumption: The cortical-hippocampal-cortical loop theory of reactivation-dependent memory consolidation is correct.
- Premisecitation
A subsequent rodent study found that a sound cue associated with pre-sleep learning biased auditory cortex activity, which predicted hippocampal SWR activity.
“In a subsequent study in rodents, Rothschild et al. (2017) found that a sound cue associated with pre-sleep learning biased auditory cortex activity, which predicted hippocampal SWR activity.”
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- Interpretationnone given
Two distinct memories may become associated during sleep, such as a connection between a recent event and a remote event.
“For example, two distinct memories may become associated, such as when a connection emerges between a recent event and a remote event.”
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Reinstatement of memory-specific neural signatures following cues has been observed using both EEG and fMRI.
“Reinstatement of memory-specific neural signatures following cues has been observed using both EEG and fMRI (Belal et al. 2018, Cairney et al. 2018, Schreiner et al. 2018, Shanahan et al. 2018, Wang et al. 2018).”
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Such connections can be the basis for creativity and problem solving.
“Such connections can also be the basis for creativity and problem solving.”
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A TMR study by Sanders et al. (2019) found that presenting half of puzzle-associated musical themes during SWS overnight selectively increased the likelihood of solutions for those puzzles compared to the remaining puzzles.
“Overnight, half of the themes were presented during SWS, which functioned to selectively increase the likelihood of producing solutions for those puzzles compared to the remaining puzzles.”
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- Study design and conductreasoning
Differential memory changes due to a TMR manipulation can be firmly attributed to differential consolidation for cued relative to uncued memories.
“Although factors such as testing effects, forgetting, interference, and consolidation may all affect retrieval after a delay, and potentially confound memory comparisons between a retention period with sleep and one without sleep, differential memory changes due to a TMR manipulation can be firmly attributed to differential consolidation for cued relative to uncued memories.”
Quote in the paperSubstantial claim - Interpretationcitation
The available evidence is broadly consistent with the supposition that memory processing during sleep can be useful for various cognitive challenges that share some properties with creativity.
“The available evidence is broadly consistent with the supposition that memory processing during sleep can be useful for various cognitive challenges that arguably share some properties with creativity.”
Quote in the paperSubstantial claim - Study design and conductreasoning
Sound experimental designs in typical TMR studies still allow for valid comparisons between two conditions, one with and one without TMR cues presented during sleep, using either between-subjects or within-subjects comparisons.
“Yet, sound experimental designs in typical TMR studies still allow for valid comparisons between two conditions, one with and one without TMR cues presented during sleep, using either between-subjects or within-subjects comparisons.”
Quote in the paperSubstantial claim - Interpretationcitation
The relative benefit in recall accuracy for cued compared to uncued conditions, as now observed in many TMR studies, demonstrates that stimuli presented during sleep can function to reactivate specific memories.
“The relative benefit in recall accuracy for cued compared to uncued conditions, as now observed in many TMR studies (Hu et al. 2020), demonstrates that stimuli presented during sleep can function to reactivate specific memories.”
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- Premisecitation
Two TMR studies showed that reactivation coincided with spindle activity.
“Two of these studies showed that this reactivation coincided with spindle activity (Cairney et al. 2018, Wang et al. 2018), converging with the aforementioned evidence implicating spindles.”
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Reprocessing of recent episodic memories during sleep can support gist abstraction and generalization.
“For example, reprocessing of recent episodic memories during sleep can support gist abstraction and generalization, which are useful modes of memory transformation (Lewis & Durrant 2011, Lutz et al. 2017, Schapiro et al. 2017, Tamminen et al. 2017).”
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Other evidence supports the idea that REM sleep may be an optimal time for broad semantic associations indicative of creativity.
“Other evidence supports the idea that REM sleep may be an optimal time for broad semantic associations that are perhaps indicative of creativity (Stickgold et al. 1999).”
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- Study design and conductreasoning
Within-subject comparisons allowed nonspecific effects of sleep, such as alertness and interference, to be ruled out.
“Within-subject comparisons then allowed nonspecific effects of sleep, such as alertness and interference, to be ruled out.”
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Memory reactivation was most effective when a spindle occurred shortly after a TMR cue.
“Their results showed that memory reactivation was most effective when a spindle occurred shortly after a TMR cue.”
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- Premisecitation
In a creativity task requiring generation of ways to motivate volunteer work, higher creativity was found when task-related odors were presented overnight compared to different-odor and no-odor controls.
“Higher creativity was found when task-related odors were presented overnight compared to different-odor and no-odor control conditions in other participants.”
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TMR can improve many types of learning beyond spatial learning, including declarative and nondeclarative memory.
“TMR can improve many other types of learning in addition to spatial learning, including many examples of both declarative and nondeclarative memory [Hu et al. (2020) provide a comprehensive list as of mid-2019].”
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Emotional benefits from sleep may be secondary to memory reorganization.
“Notably, emotional benefits from sleep may be secondary to memory reorganization (Vanderheyden et al. 2015).”
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- Interpretationreasoning
SWS may be more relevant in depression and related disorders than commonly assumed, given evidence for its role in memory consolidation.
“SWS has garnered far less attention in research on depression and related disorders, but given the wealth of evidence supporting the role of SWS in memory consolidation, it may be more relevant in this context than commonly assumed.”
Quote in the paperSubstantial claim - Interpretationreasoning
Sleep disturbances may have far-reaching cognitive consequences.
“Bringing together the critical role of sleep in memory consolidation with the fact that memory is used for many cognitive functions leads to the following further inference: Sleep disturbances may have far-reaching cognitive consequences.”
Quote in the paperSubstantial claim- Rests on an assumption: Sleep plays a critical role in memory consolidation.
- Interpretationcitation
Memory symptoms in depression, particularly overgeneral autobiographical retrieval, may fit with the dependence of memory function on sleep and the alteration of sleep in depression.
“Memory symptoms noted in depression, particularly overgeneral autobiographical retrieval (Williams et al. 2007), may also fit with the dependence of memory function on sleep and the alteration of sleep in depression.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Williams et al. 2007
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- Premisecitation
Patients with MDD exhibit reduced slow-wave activity relative to healthy controls.
“First, patients suffering from MDD exhibit reduced slow-wave activity relative to healthy controls (Borbély et al. 1984).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Borbély et al. 1984
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- Premisecitation
Emotional memories likely benefit from arousal-related tagging during encoding.
“Emotional memories likely benefit from arousal-related tagging during encoding (Payne & Kensinger 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Payne & Kensinger 2018
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- Premisecitation
A TMR study found that cueing negative memories resulted in more negative ratings one week later in socially anxious adolescents but not in healthy ones.
“Supporting sleep’s suggested role in overemphasizing the consolidation of negative memories, one TMR study found that cueing negative memories resulted in more negative ratings one week later in socially anxious adolescents but not in healthy ones (Groch et al. 2017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Groch et al. 2017
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- Premisecitation
In an fMRI study, reduced top-down cognitive control was evident in sleep-deprived compared to control participants.
“In an fMRI study, reduced top-down cognitive control was evident in sleep-deprived compared to control participants (Yoo et al. 2007).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Yoo et al. 2007
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- Premisecitation
Depressed patients tend to recall negative memories better than healthy individuals do.
“Consonant with this idea, depressed patients tend to recall negative memories better than healthy individuals do (Fattahi Asl et al. 2015).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Fattahi Asl et al. 2015
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- Premisecitation
In one study, women exposed to a traumatic movie followed by sleep experienced fewer traumatic memories compared with women exposed to the traumatic movie followed by a neutral movie.
“In one study, women exposed to a traumatic movie followed by a period of sleep experienced fewer traumatic memories when compared with women exposed to the traumatic movie followed by a neutral movie (Kleim et al. 2016).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kleim et al. 2016
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- Premisecitation
A bidirectional relationship is likely, as sleep and affective symptoms may reinforce each other throughout the progression of MDD.
“A bidirectional relationship is likely, as sleep and affective symptoms may reinforce each other throughout the progression of MDD (Bao et al. 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bao et al. 2017
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- Premisecitation
The three major classes of antidepressant drugs all profoundly suppress REM sleep.
“Correspondingly, the three major classes of antidepressant drugs all profoundly suppress REM sleep (Vertes & Eastman 2000).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Vertes & Eastman 2000
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- Interpretationcitation
Various findings support the claim that emotional memories are preferentially consolidated during sleep.
“Various findings support the claim that emotional memories are preferentially consolidated during sleep.”
Quote in the paperSubstantial claim - Premisecitation
Bright-light therapy can be helpful in depression, in conjunction with its effects on circadian rhythms and sleep.
“Relatedly, bright-light therapy can be helpful in depression, in conjunction with its effects on circadian rhythms and sleep (Pail et al. 2011).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Pail et al. 2011
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- Premisecitation
Amygdala activity is increased during REM sleep.
“Although amygdala activity is increased during REM sleep (Maquet et al. 1996), TMR cues improved emotional memories not when presented during REM but rather when presented during NREM (Lehmann et al. 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Maquet et al. 1996
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- Interpretationnone given
Cumulative research using TMR shows that sleep-based consolidation is modifiable.
“The cumulative research using TMR shows that sleep-based consolidation is modifiable.”
Quote in the paperNot a substantial claim - Interpretationreasoning
An excess of arousals during REM sleep may be one sign of maladaptive sleep in relation to emotional distress.
“An excess of arousals during REM sleep may be one sign of maladaptive sleep in relation to emotional distress.”
Quote in the paperSubstantial claim - Interpretationcitation
Sleep may be helpful for arousal regulation not on the next day but after some number of days.
“That is, sleep may be helpful for arousal regulation not on the next day but after some number of days.”
Quote in the paperSubstantial claim - Premisecitation
The direction of causality in which sleep abnormalities contribute to depression has received considerable support, including evidence that sleep abnormalities often precede depressive episodes.
“The latter direction of causality has received considerable support, including evidence that sleep abnormalities often precede depressive episodes (Ohayon & Roth 2003).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Ohayon & Roth 2003
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- Premisecitation
In healthy individuals subjected to self-focused distress, sleep with abundant spindles followed by uninterrupted REM sleep predicted a healthier orientation the next day, reflected by adaptation in amygdala fMRI activity.
“To examine the association between this sign of low-quality sleep and emotional coping, Wassing and colleagues (2019) subjected healthy individuals to an episode of self-focused distress, and they found that sleep with abundant spindles followed by uninterrupted REM sleep predicted a healthier orientation the next day, as reflected by an adaptation in amygdala fMRI activity (Figure 4).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wassing et al. (2019)
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- Premisecitation
TMR cues improved emotional memories when presented during NREM, not during REM.
“TMR cues improved emotional memories not when presented during REM but rather when presented during NREM (Lehmann et al. 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Lehmann et al. 2016
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- Premisecitation
A pre-sleep hypnosis procedure has been shown in several studies to increase sleep physiology measures of SWS in highly hypnotizable young subjects.
“Indeed, a pre-sleep hypnosis procedure has been shown in several studies to increase sleep physiology measures of SWS in highly hypnotizable young subjects (e.g., Cordi et al. 2020).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Cordi et al. 2020
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- Premisecitation
In one study, TMR during sleep following counter-stereotype training enhanced bias changes, as indexed by Implicit Association Test performance measures.
“In one study, TMR during sleep following such training was found to enhance bias changes, as indexed by performance measures from the Implicit Association Test (Hu et al. 2015).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hu et al. 2015
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- Interpretationreasoning
Recurring nightmares or recurring stressful dreams could be a symptom of more pervasive suboptimal sleep.
“Indeed, recurring nightmares or recurring stressful dreams could be a symptom of more pervasive suboptimal sleep.”
Quote in the paperNot a substantial claim - Premisecitation
Wassing and colleagues (2019) used targeted memory reactivation to bring back the context of an especially stressful, negative-affect-laden experience.
“Whereas Wassing and colleagues (2019) used TMR to reinstate the context of a particularly stressful and negative affect-laden experience”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wassing and colleagues (2019)
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- Premisecitation
One attempt to closely replicate these TMR results failed to do so.
“Also, one attempt to closely replicate these TMR results failed to do so (Humiston & Wamsley 2019).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Humiston & Wamsley 2019
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- Interpretationreasoning
Dream control demonstrates that we are not helplessly at the mercy of whatever happens during sleep.
“Dream control provides a further demonstration that we are not helplessly at the mercy of whatever happens during sleep.”
Quote in the paperNot a substantial claim
- May combine two claims. 48
- Classified as probably not a substantial claim. 47
- The quote only partly states this claim. 1
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FindingcitationDamage to the medial temporal lobe produces not only anterograde amnesia, but also temporally graded retrograde amnesia, which spares remote but not recent declarative memories.
“Damage to this brain region generally produces not only anterograde amnesia, but also temporally graded retrograde amnesia, which spares remote but not recent declarative memories.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationSpindles originate in the thalamus and propagate to different neocortical sites.
“Spindles originate in the thalamus and propagate to different neocortical sites (Fernandez & Luthi 2020).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Fernandez & Luthi 2020
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FindingcitationThe sleeping brain suppresses sensory input during sleep, but some sensory processing nevertheless persists, perhaps in order to monitor the surroundings.
“Although the sleeping brain suppresses sensory input during sleep, some sensory processing nevertheless persists, perhaps in order to monitor the surroundings (Andrillon & Kouider 2019).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Andrillon & Kouider 2019
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FindingcitationSlow spindles (≤13 Hz) tend to be nested in the down-state of the SO, whereas fast spindles (>13 Hz) are nested in the up-state.
“For example, slow spindles (≤13 Hz) tend to be nested in the down-state of the SO, whereas fast spindles (>13 Hz) are nested in the up-state (Mölle et al. 2011, Cox et al. 2014).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Mölle et al. 2011
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- cites Cox et al. 2014
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FindingcitationElectrical stimulation with transcranial alternating current was used to boost spindle activity, also benefiting motor memory consolidation.
“Similarly, electrical stimulation with transcranial alternating current was used to boost spindle activity, also benefiting motor memory consolidation (Lustenberger et al. 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Lustenberger et al. 2016
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FindingcitationMany studies have shown enhanced SOs and a concurrent improvement in retention over sleep.
“Many such studies have shown enhanced SOs and a concurrent improvement in retention over sleep (Marshall et al. 2006, Ngo et al. 2013, Westerberg et al. 2015, Papalambros et al. 2017).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Marshall et al. 2006
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- cites Ngo et al. 2013
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- cites Westerberg et al. 2015
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FindingcitationDisruption of SWRs during sleep negatively affects memory, whereas their artificial extension benefits memory during wake.
“Furthermore, disruption of SWRs during sleep negatively affects memory (Girardeau et al. 2009), whereas their artificial extension benefits memory during wake (Fernández-Ruiz et al. 2019).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Girardeau et al. 2009
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- cites Fernández-Ruiz et al. 2019
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FindingcitationIn rodents, wake SWRs coincide with high-fidelity replay and remain local, whereas sleep SWRs coincide with noisier replay and are coordinated with widespread cortical SOs.
“In rodents, wake SWRs coincide with high-fidelity replay and remain local, whereas sleep SWRs coincide with noisier replay and, as described below, are coordinated with widespread cortical SOs (Roumis & Frank 2015).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Roumis & Frank 2015
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FindingcitationThe GABAA agonist zolpidem was found to increase sleep spindles and to improve word-pair recall but not motor-sequence learning.
“In a pharmacological study, the GABAA agonist zolpidem (Ambien®) was found to increase sleep spindles and to improve word-pair recall but not motor-sequence learning (Mednick et al. 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Mednick et al. 2013
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FindingcitationHigher spindle density has been associated with better memory in word-pair learning, visuospatial learning, episodic learning, and procedural learning.
“Higher spindle density has been associated with better memory in word-pair learning (Gais et al. 2002), visuospatial learning (Clemens et al. 2006), episodic learning (Cox et al. 2012), and procedural learning (Milner et al. 2006, Nishida & Walker 2007).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Gais et al. 2002
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- cites Clemens et al. 2006
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- cites Cox et al. 2012
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FindingreasoningA study by Tilley (1979) did not have a large impact because sounds played during REM did not enhance memory performance, and at the time REM was the central focus of questions about consolidation during sleep.
“For example, a study by Tilley (1979) did not have a large impact because sounds played during REM did not enhance memory performance, and at the time REM was the central focus of questions about consolidation during sleep.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tilley 1979
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FindingcitationIn a subsequent TMR study by Rudoy et al. (2009), spatial learning was similarly improved but using sounds: The results showed less forgetting for object locations that were cued by a sound during sleep compared to those that were not cued.
“In a subsequent TMR study by Rudoy et al. (2009), spatial learning was similarly improved but using sounds (Figure 2c): The results showed less forgetting for object locations that were cued by a sound during sleep compared to those that were not cued.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Rudoy et al. 2009
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Interpretationnone givenSleep-based processing can become maladaptive, for example when worries are excessively revisited.
“Yet, sleep-based processing might become maladaptive, such as when worries are excessively revisited.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenConsolidation largely happens without our awareness because we are asleep during it.
“We postulate here that consolidation largely transpires without us knowing about it—because we are asleep at the time.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningChanges in memory storage during sleep may shape not only what we can remember but also who we are.
“Ultimately, changes in memory storage during sleep may shape not only what we can remember but also who we are.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationnone givenProcessing memories during sleep helps counteract their weakening and also supports problem solving, creativity, and emotional regulation.
“Processing memories during sleep not only helps counteract their weakening but also supports problem solving, creativity, and emotional regulation.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisereasoningSome declarative memories can become independent of the hippocampus; memories may become schematic, lose details, and be transformed to only hold the bare facts, general outlines, or a portion of the information acquired.
“In this way, some declarative memories can become independent of the hippocampus; memories may become schematic, may lose details including various contextual features concerning the circumstances of their acquisition, and may be transformed to only hold the bare facts, general outlines, or a portion of the information acquired.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningTMR experiments lacking polysomnography leave room for doubt about what happened during sleep.
“TMR experiments lacking polysomnography leave room for doubt about what happened during sleep.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningHigh-fidelity reactivation may support memory-guided planning during wake, whereas noisier, distributed reactivations may support generalization during sleep.
“Accordingly, high-fidelity reactivation may support memory-guided planning during wake, whereas noisier, distributed reactivations may support generalization during sleep.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe synaptic homeostasis hypothesis attributes the memory benefits of sleep to widespread downscaling of synaptic strength, thereby increasing the signal-to-noise ratio for memory retrieval.
“An alternative account, the synaptic homeostasis hypothesis, instead attributes the memory benefits of sleep to widespread downscaling of synaptic strength, thereby increasing the signal-to-noise ratio for memory retrieval (Tononi & Cirelli 2014).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tononi & Cirelli 2014
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Premisenone givenSOs are the hallmark of SWS.
“SOs are the hallmark of SWS.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe active systems consolidation hypothesis suggests that memory reactivation in the hippocampus during NREM sleep dictates changes in cortical networks.
“A prominent account of sleep-based consolidation, sometimes termed the active systems consolidation hypothesis, suggests that memory reactivation in the hippocampus during NREM sleep dictates changes in cortical networks (Buzsáki 1998, Born et al. 2006).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Buzsáki 1998
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- cites Born et al. 2006
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InterpretationreasoningDuring sleep, some of these same interpretive issues may be in play but to a lesser extent, as new episodic memories are not readily formed as they are during wake.
“During sleep, some of these same interpretive issues may be in play but to a lesser extent, as new episodic memories are not readily formed as they are during wake.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationSleep conditioning changed waking behavior in participants who wished to quit smoking; conditioned pairing of a noxious odor with smoking odor during N2 and REM reduced cigarettes smoked compared to controls.
“Also, Arzi et al. (2014) showed that sleep conditioning changed waking behavior in participants who wished to quit smoking. Conditioned pairing of a noxious odor with the odor of smoking during stage N2 and REM reduced the number of cigarettes smoked compared to various control conditions.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Arzi et al. (2014)
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PremisecitationAn fMRI olfactory TMR study found that scents associated with prior learning elicited learning-related brain activity during sleep, and this activity correlated with post-sleep spatial memory improvement.
“An fMRI study using an olfactory TMR procedure found that scents associated with prior learning elicited learning-related patterns of brain activity during sleep, and this activity was correlated with post-sleep spatial memory improvement (Shanahan et al. 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Shanahan et al. 2018
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PremisecitationTMR efficacy depends on four factors: the cue must gain sufficient sensory processing without awakening; the cue-learned information association must be strong and specific; memory measures must be sensitive and reliable; and memories must be sufficiently strong for veridical reactivation but not so strong that improvement is impossible.
“The efficacy of TMR cues undoubtedly depends on many factors. Four such factors are as follows: (a) The cue must gain sufficient sensory processing but not produce awakening; (b) the association between the cue and the learned information must be sufficiently strong and specific, so that the cue preferentially reactivates the intended information; (c) memory measures must be highly sensitive and”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Creery et al. 2015
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- cites Cairney et al. 2016
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PremisecitationIn a numerical task with a hidden shortcut, following an 8-hour break including sleep or wake, only 35% of participants made the discovery; participants who slept were more likely to discover the shortcut than those who did not.
“Following an 8-hour break including either sleep or wake, only 35% of the participants made this discovery. Participants who slept, compared to those who did not, were more likely to discover the shortcut, presumably by restructuring their memories of the task (Wagner et al. 2004).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wagner et al. 2004
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PremisecitationTMR has been shown to benefit skill learning, vocabulary learning, and word recall.
“For example, TMR studies have shown a benefit for skill learning (Antony et al. 2012), vocabulary learning (Schreiner & Rasch 2015), and word recall (Fuentemilla et al. 2013).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Antony et al. 2012
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- cites Schreiner & Rasch 2015
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- cites Fuentemilla et al. 2013
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Interpretationnone givenProcessing memories during sleep can lead not only to strengthening particular memories but also to other sorts of memory modification.
“Processing memories during sleep can lead not only to the strengthening of particular memories but also to other sorts of memory modification.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationIn an fMRI study of motor learning, time in SWS correlated with greater hippocampal and caudate activity for cued versus uncued sequences, and time in REM correlated with increased cerebellar and cortical motor activity for cued versus uncued sequences.
“Time in SWS correlated with greater hippocampal and caudate activity for cued versus uncued sequences in subsequent wake. Also, time in REM correlated with an increase in cerebellar and cortical motor activity for cued versus uncued sequences, suggesting that the effects of TMR during NREM sleep may depend on subsequent REM sleep as well.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Cousins et al. (2016)
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Study design and conductnone givenParticipants commonly exhibit no knowledge of whether cues were presented or which cues were presented, so no demand characteristics or strategic confounds are operative during post-sleep memory testing.
“A further advantage of this type of design is that participants commonly exhibit no knowledge of whether cues were presented or which cues were presented, so no demand characteristics or strategic confounds are operative during post-sleep memory testing.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationEarlier dreams in the night are generally based on recent memory fragments, whereas later dreams incorporate memory fragments from an increasingly farther past.
“Earlier dreams in the night are generally based on recent memory fragments, whereas later dreams incorporate memory fragments from an increasingly farther past (Roffwarg et al. 1978).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Roffwarg et al. 1978
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PremisecitationIn an fMRI spatial learning study using auditory TMR, the degree of memory benefit correlated with activity in the medial temporal lobe and cerebellum, and with parahippocampal-precuneus connectivity.
“In an fMRI study of spatial learning using an auditory TMR procedure, the degree of memory benefit was found to be correlated with activity in the medial temporal lobe and the cerebellum, as well as with the degree of parahippocampal-precuneus connectivity, thus identifying several candidate measures of brain activity associated with sound-cued memory reactivation (van Dongen et al. 2012; see also”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites van Dongen et al. 2012
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- cites Berkers et al. 2018
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InterpretationreasoningThese two benefits correspond roughly to modifying declarative memories and nondeclarative memories, respectively.
“These two benefits correspond roughly to modifying declarative memories and nondeclarative memories, respectively.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).
PremisecitationMultiple investigators have championed the view that sleep aids the overnight resolution of emotional distress.
“Although more research is certainly needed in this area, multiple investigators have championed the view that sleep aids the overnight resolution of emotional distress (e.g., Walker & van der Helm 2009).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Walker & van der Helm 2009
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PremisecitationIn PTSD, memory issues and sleep-related symptoms are prominent, and some PTSD symptoms have been attributed to excessive consolidation of negative memories.
“In posttraumatic stress disorder (PTSD), memory issues are particularly prominent, as are sleep-related symptoms, and some PTSD symptoms have been attributed to an excessive consolidation of negative memories (Pitman et al. 2000).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Pitman et al. 2000
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PremisecitationUnstable or disrupted REM sleep has been observed in PTSD and in insomnia.
“This type of unstable or disrupted REM sleep has been observed in PTSD (Germain et al. 2008) and in insomnia (Riemann et al. 2012).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Germain et al. 2008
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- cites Riemann et al. 2012
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PremisecitationIn a TMR study comparing negative emotional and neutral pictures, total time in SWS predicted faster spatial recall responses for cued pictures only in the negative emotion condition; cuing did not influence spatial recall accuracy.
“After sleep, an interesting pattern of results was revealed: Total time spent in SWS predicted faster spatial recall responses for cued pictures, but only in the negative emotion condition. Cuing did not influence spatial recall accuracy.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Cairney et al. 2014
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InterpretationreasoningIf such dysfunction occurs, the outcome may extend to pervasive problems for well-being and mental health.
“If so, the outcome may extend to pervasive problems for one’s well-being and mental health.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationThe typical decline in slow-wave activity over a night of sleep is disrupted in depression and restored upon effective treatment.
“This decline is disrupted in depression (Kupfer et al. 1986) and restored upon effective treatment (Jindal et al. 2003).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Kupfer et al. 1986
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- cites Jindal et al. 2003
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PremisecitationDecreased connectivity between the medial prefrontal cortex and the amygdala was presumed to have caused greater amygdala activation and thus increased emotional reactivity.
“Decreased connectivity between the medial prefrontal cortex and the amygdala was presumed to have caused greater amygdala activation and thus to have increased emotional reactivity.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Yoo et al. 2007
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PremisecitationInsomnia is common in patients with depression.
“Moreover, insomnia is common in patients with depression (Buysse et al. 2008, Manber et al. 2008).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Buysse et al. 2008
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- cites Manber et al. 2008
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PremisecitationOther mood disorders such as social anxiety disorder can involve a negative memory bias as in depression, and the bias may be operative during sleep.
“For example, other mood disorders such as social anxiety disorder can involve a negative memory bias as in depression (Glazier & Alden 2019), and the bias may be operative during sleep.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Glazier & Alden 2019
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InterpretationreasoningMemory work accomplished during sleep ideally supports adaptive memory function, but it can become maladaptive.
“The memory work accomplished during sleep ideally supports adaptive memory function, but it can become maladaptive instead.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationIn another study, sleep preserved the autonomic response to emotional stimuli after sleep, but reduced the autonomic response and valence ratings to emotional stimuli one week later.
“In another study, sleep preserved the autonomic response to emotional stimuli after sleep, but it reduced the autonomic response as well as valence ratings to emotional stimuli one week later (Bolinger et al. 2019).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bolinger et al. 2019
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PremisecitationMDD is characterized by impaired sleep continuity, lower-than-normal density of NREM sleep, and higher-than-normal density of REM sleep.
“Major depressive disorder (MDD), for example, is characterized by impaired sleep continuity, lower-than-normal density of NREM sleep, and higher-than-normal density of REM sleep (Steiger & Pawlowski 2019).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Steiger & Pawlowski 2019
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InterpretationreasoningTwo benefits of sleep can be described as reactivating and reorganizing memories and creatively fine-tuning strategies for solving current problems.
“Two benefits of sleep can thus be described as (a) reactivating and reorganizing memories and (b) creatively fine-tuning strategies in the service of solving current problems.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningMemory processing during sleep might not be working properly even with sufficient sleep and time for overnight processing.
“Even if there is sufficient sleep and plenty of time for overnight memory processing, that processing may become dysfunctional.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationcitationREM may be particularly important for processing emotional memories, but the evidence is mixed.
“REM may be particularly important for processing emotional memories, but the evidence is mixed.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningIndividuals who suffer the most persistent distress following trauma or emotional insult may be those plagued by maladaptive memory processing during sleep; REM sleep punctuated by arousals could be a sign of this maladaptive sleep-thinking.
“If we extend ideas from this experiment to patients, it could be that individuals who suffer the most persistent distress following trauma or emotional insult are those plagued by maladaptive memory processing during sleep; REM sleep punctuated by signs of arousal, presumably mediated by ascending noradrenergic systems, could be a sign of this specific type of maladaptive sleep-thinking.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationThe number of spindles during SWS predicted the speed of recall responses, suggesting that sleep spindles mediate a selective enhancement of reactivated emotional memories.
“The number of spindles during SWS also predicted the speed of recall responses, suggesting that sleep spindles mediate a selective enhancement of reactivated emotional memories.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Cairney et al. 2014
Not checked in the free run.
Probably not a substantial claim: may not pass S4 (based). The quote only partly states this claim.
InterpretationreasoningIn depression and anxiety, negative thoughts may be recirculated during sleep to the detriment of well-being.
“In depression and anxiety, a patient’s day may be filled with excessive rumination and worry. Negative thoughts may be recirculated to the detriment of the person’s well-being.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSleep disturbances are reported in 50-80% of people with psychiatric disorders.
“Sleep disturbances are reported in 50–80% of people with psychiatric disorders (Franzen & Buysse 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Franzen & Buysse 2017
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationBy one account, patients with MDD hold and empower negative representations about the self that bias memory processing toward negative experiences.
“By one account, patients suffering from MDD hold and empower negative representations about the self that serve to bias memory processing toward negative experiences (Everaert et al. 2012).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Everaert et al. 2012
Not checked in the free run.
Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).
PremisecitationMultiple investigators have emphasized the role of REM sleep, suggesting that its prominence in MDD serves to overemphasize the consolidation of negative memories.
“Multiple investigators thinking along these lines have emphasized the role of REM sleep, suggesting that its prominence in MDD serves to overemphasize the consolidation of negative memories (Walker & van der Helm 2009, Harrington et al. 2018).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Walker & van der Helm 2009
Not checked in the free run.
- cites Harrington et al. 2018
Not checked in the free run.
May combine two claims.
PremisecitationCartwright identified systematic relationships between the dreams of recently divorced individuals and their postdivorce coping strategies, and found better emotional adjustment the more dreaming was used in this fashion.
“She identified systematic relationships between the dreams of recently divorced individuals and their postdivorce coping strategies, and critically, she found better emotional adjustment the more dreaming was used in this fashion.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Cartwright (1990)
Not checked in the free run.
Probably not a substantial claim: may not pass S4 (based).
InterpretationreasoningA flaw in how memories are selected for reactivation or processed could cause normal nightly consolidation to go awry.
“A flaw could develop in the way memories are selected for reactivation or in the way they are processed, with the consequence that the normal progress of nightly consolidation could go awry.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationSleep disturbances immediately following traumatic experiences may serve as a protective mechanism to prevent consolidation of traumatic memories, though consolidation of emotional memories may span many nights.
“Sleep disturbances immediately following traumatic experiences may serve as a protective mechanism to prevent the consolidation of traumatic memories, though consolidation of emotional memories may span many nights (Bolinger et al. 2019).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bolinger et al. 2019
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
InterpretationreasoningOptimal memory processing during sleep may elude psychiatric patients, and perhaps also those with less extreme psychological difficulties.
“In this sense, optimal memory processing during sleep may elude psychiatric patients—and by extension, perhaps the same applies to those who experience less extreme psychological difficulties.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenStandard sleep physiology measures might be insensitive to subtle memory transactions.
“Such measures might be insensitive to subtle memory transactions.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
InterpretationreasoningIf the mind is excessively agitated during sleep, one consequence could be objectively poor sleep.
“To take an extreme example, if the mind is excessively agitated during sleep, incessantly revisiting negative thoughts and memories, one consequence could be objectively poor sleep.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningA proliferation of negative memories may occur during sleep and may have negative psychological consequences.
“Much as waking rumination can be harmful, a proliferation of negative memories may also occur during sleep and may likewise have negative psychological consequences.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenRumination may be just one variant of a larger category of maladaptive memory processing during sleep.
“Broadening this idea, rumination may be just one variant of a larger category of maladaptive memory processing during sleep.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningIt may be possible to adjust the memories we emphasize and maintain at the forefront of our psyche intentionally and strategically to reach self-improvement goals.
“It may be possible to adjust the memories that we emphasize and maintain at the forefront of our psyche in an intentional and strategic way, in order to reach one’s goals of self-improvement.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningMemory processing during SWS could be very important, whether or not negative dreams are recalled after awakening.
“With reference to the literature reviewed above, memory processing during SWS could be very important, whether or not negative dreams are recalled after awakening.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationThese Implicit Association Test measures are not high in test-retest reliability and are poor predictors of discriminatory behavior.
“These measures, however, are not high in test-retest reliability and are poor predictors of discriminatory behavior (Oswald et al. 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Oswald et al. 2013
Not checked in the free run.
Probably not a substantial claim: may not pass S4 (based).
InterpretationreasoningChange is possible based on what information we emphasize and recapitulate while awake, which is subject to further memory processing during sleep.
“Change is possible based on what information we emphasize and recapitulate while awake, which is subject to further memory processing during sleep.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationChanging a dream can be accomplished by using pre-sleep intentions and by using a variant of the TMR procedure to prompt particular dream content.
“Changing a dream can be accomplished by using pre-sleep intentions and by using a variant of the TMR procedure to prompt particular dream content (Konkoly et al. 2020).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Konkoly et al. 2020
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
InterpretationreasoningOverall quality of life mirrors both sleep quality and waking quality.
“the quality of life reflects both”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningSleep could look fairly normal electrophysiologically, but the nature of memory processing could still have unwanted consequences after sleep.
“Alternatively, sleep could look fairly normal electrophysiologically, but the nature of the memory processing could still have unwanted consequences for the individual after sleep.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone givenIngrained attitudes may be difficult to change and difficult to measure.
“Ingrained attitudes may be difficult to change and also difficult to measure.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenMental content during the last few minutes before falling asleep might be particularly influential.
“Mental content during the last few minutes before falling asleep might be particularly influential.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenIt could be that overnight emotional turmoil is the price for subsequent waking benefits.
“It could be that overnight emotional turmoil is the price we pay for subsequent waking benefits.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
Interpretationnone givenSleep with maladaptive memory processing can be detrimental, and it could be helpful to change it, for instance through counter-reactivation or inception of positive memories, feelings, or concepts.
“We suggest that sleep with maladaptive memory processing can be detrimental, in which case it could be helpful to change it, for instance through the counter-reactivation or inception of positive memories, feelings, or concepts.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningGiven that memory processing during sleep is modifiable, sleep-based consolidation affords the opportunity not just for improving memory function but also for restructuring the self.
“Given that memory processing during sleep is modifiable, sleep-based consolidation affords the opportunity not just for improving memory function but also for restructuring the self.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningPeople may overlook the part of life spent asleep because it is largely hidden from view.
“We may tend to ignore the portion of our lives occupied by sleep because it is predominantly out of view (like the dark side of the moon)”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningSleep and waking cognition influence each other in both directions.
“we acknowledge that the link between sleep and waking cognition is bidirectional”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningIn both maladaptive sleep with or without obvious signs of sleep disruption, there could be harmful ramifications for the waking mind.
“In both cases—maladaptive sleep with or without obvious signs of sleep disruption—there could be harmful ramifications for the waking mind.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenSleep quality mirrors the cognitive activity that was recently engaged while awake.
“The quality of sleep reflects cognitive activity recently engaged while awake”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenSleep may help with adaptive processing of traumatic memories.
“Such exploration must proceed together with research aimed at advancing our understanding of sleep, given that sleep may help with adaptive processing of traumatic memories.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenWaking quality mirrors consolidation and other cognitive processes that occur during sleep.
“the quality of wakefulness, in turn, reflects consolidation and other cognitive activity engaged while asleep”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenA major factor that may influence sleep quality is the reemergence of negative memories.
“A major factor that may influence sleep quality is the reemergence of negative memories.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
InterpretationreasoningSleep-based rumination might be quite prevalent, regardless of clinical diagnosis.
“Sleep-based rumination might be quite prevalent, regardless of clinical diagnosis.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenPositive waking thoughts could produce positive sleeping thoughts.
“One tactic would be to control pre-sleep mental activity, in that positive waking thoughts could produce positive sleeping thoughts.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningGrasping the two-way relationships between sleep and wakefulness, and adopting novel means of improving sleep, can improve the waking mind.
“By understanding the mutual relationships between sleep and wake, and by embracing innovative ways to improve sleep, we can change the waking mind for the better.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Sleep plays a critical role in memory consolidation.
“Bringing together the critical role of sleep in memory consolidation with the fact that memory is used for many cognitive functions leads to the following further inference: Sleep disturbances may have far-reaching cognitive consequences.”
The paper relies on this without support.
The cortical-hippocampal-cortical loop theory of reactivation-dependent memory consolidation is correct.
“These results were thus used to support the cortical-hippocampal-cortical loop theory of reactivation-dependent memory consolidation outlined above.”
The paper relies on this without support.
Sleep spindles are unlikely to occur in close succession and are typically separated by 3–6 s.
“Spindles are unlikely to occur in close succession and are typically separated by 3–6 s.”
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?
The primary candidate mechanism for sleep's memory benefit is an iterative reactivation and strengthening of recently formed memory networks in the sleeping brain.
“The primary candidate mechanism for this effect is an iterative reactivation and strengthening of recently formed memory networks in the sleeping brain [13, 15–17].”
From Constructive episodic simulation in dreams (2022) · cites this paper as [17]
The sections “Memory Consolidation at a Systems Level” and “Physiology of Memory Consolidation During Sleep” describe repeated replay of recent experiences as a proposed way to strengthen memories. The review calls reactivation a prominent account, but also discusses synaptic downscaling as an alternative that may contribute alongside it; it does not establish reactivation as the primary mechanism. Page numbers were not available in our copy. (LLM, conf=0.82)
Experimental — accuracy not yet measured
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Recall and recognition of discourse memory across sleep and wake
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Self-citationImpaired declarative memory consolidation in children with REM sleep–related obstructive sleep apnea
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New strategies for the cognitive science of dreaming
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Effects of Active Gamification on Sleep and Anxiety Reduction in Spanish Primary School Children
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Slow-wave sleep, oxygen desaturation, and memory consolidation in sleep-disturbed individuals
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Recurring memory reactivation: The offline component of learning
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Self-citationEffect of cognitive load on time spent offline during wakefulness
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Comparing targeted memory reactivation during slow wave sleep and sleep stage 2
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Effects of sleep and retrieval practice on verbal paired-associate learning across 12 and 24 hoursPreprint
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Sleep State Influences Early Sound Encoding at Cortical But Not Subcortical Levels
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Memory, Sleep, Dreams, and Consciousness: A Perspective Based on the Memory Theory of Consciousness
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Manipulated overlapping reactivation of multiple memories promotes explicit gist abstraction
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Modulating social learning-induced evaluation updating during human sleep
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Morris, D. J., Elliott, D. B., Torres-Platas, S. G., Wall, J., Demšar, E., Konkoly, K. R., Rosman, E., Grabowecky, M., Glowacki, D. R., & Paller, K. A. (2025) · Neuroscience of Consciousness · doi:10.1093/nc/niaf017 · Cited by 4 · see citing works
Self-citationTask-relevant representational spaces in human memory traces
Heinen, R. M., Rau, E. M. B., Herweg, N. A., & Axmacher, N. (2025) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1013476 · Cited by 4 · see citing works
Updating memories of unwanted emotions during human sleepPreprint
Xia, T., Yao, Z., Guo, X., Liu, J., Chen, D., Liu, Q., Paller, K. A., & Hu, X. (2022) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2022.07.18.500414 · Cited by 4 · see citing works
Self-citationInterpreting human sleep activity through neural contrastive learning
Chen, Z., Zheng, H., Zhou, J., Zheng, L., Lin, P., Wang, H., Busche, M. A., Behrens, T. E. J., Dolan, R. J., & Liu, Y. (2026) · Neuron · doi:10.1016/j.neuron.2026.03.028 · Cited by 3 · see citing works
Consolidation of emotional memory during waking rest depends on trait anxiety
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Mineralocorticoid Receptor and Sleep Quality in Chronic Kidney Disease
de la Puente-Aldea, J., Lopez-Llanos, O., Horrillo, D., Marcos-Sánchez, H., Sanz-Ballesteros, S., Franco, R., Jaisser, F., Senovilla, L., & Palacios, R. (2024) · International Journal of Molecular Sciences · doi:10.3390/ijms252212320 · Cited by 3 · see citing works
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Targeted memory reactivation with sleep disruption does not weaken week-old memories
Whitmore, N. W., Yamazaki, E. M., & Paller, K. A. (2024) · npj Science of Learning · doi:10.1038/s41539-024-00276-0 · Cited by 3 · see citing works
Self-citationRevealing the cognitive contents of sleep to improve diagnosis and research
Schechtman, E. (2022) · SLEEP · doi:10.1093/sleep/zsac214 · Cited by 3 · see citing works
Self-citationEntrepreneurial Education Model Based on Interactive Technology and Cognitive Psychology
Chen, S., Shen, W., & Tan, X. (2023) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2023.2189816 · Cited by 3 · see citing works
Targeted memory reactivation is not more effective during slow wave sleep than sleep stage 2Preprint
Carbone, J., Bibián, C., Jan Born, A., Forcato, C., & Diekelmann, S. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.10.19.563121 · Cited by 3 · see citing works
Real‐time stimulation during sleep: prior findings, novel developments, and future perspectives
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Executive dysfunction, negative pre-sleep cognitions, and sleep problems: examining a cyclical model
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Manipulating memory processing during sleep to explore the critical duration of reactivation events
Lazarus, A., Bassard, A. M., & Schechtman, E. (2025) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2025.109211 · Cited by 2 · see citing works
Self-citationMemory editing during sleep: mechanisms, clinical applications, and technological innovations
Xia, T., & Hu, X. (2025) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2025.07.010 · Cited by 2 · see citing works
Creative problem-solving after experimentally provoking dreams of unsolved puzzles during REM sleep
Konkoly, K. R., Morris, D., Hurka, K. L., Martinez, A. M., Sanders, K. E. G., & Paller, K. A. (2025) · Neuroscience of Consciousness · doi:10.1093/nc/niaf067 · Cited by 3 · see citing works
Self-citationSSAVE: A tool for analysis and visualization of sleep periods using electroencephalography data
Talukder, A., Li, Y., Yeung, D., Umbach, D. M., Fan, Z., & Li, L. (2023) · Frontiers in Sleep · doi:10.3389/frsle.2023.1102391 · Cited by 2 · see citing works
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Self-citationNo Benefit in Memory Performance after Nocturnal Memory Reactivation Coupled with Theta-tACS
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Sleep deprivation alters utilization of negative feedback in risky decision-making
Xu, W., Wang, L., Yang, L., Zhu, Y., & Chen, P. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1307408 · Cited by 2 · see citing works
Sleep loss diminishes hippocampal reactivation and replayPreprint
Giri, B. K., Kaya, U., Maboudi, K., Abel, T. G., & Diba, K. (2023) · Research Square · doi:10.21203/rs.3.rs-2540186/v1 · Cited by 2 · see citing works
Mak, M. H., O’Hagan, A., Horner, A. J., & Gaskell, M. G. (2023) · doi:10.31234/osf.io/83fyx · Cited by 2 · see citing works
Sleep and script-based memory distortions
Calderan, M., Toffalini, E., Mirandola, C., & Cellini, N. (2025) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2025.109210 · Cited by 1 · see citing works
Sleep longer, think sharper: extra sleep offsets poor sleep quality in young-old adults
Cho, K., & Lee, S. (2025) · The Journals of Gerontology Series B · doi:10.1093/geronb/gbaf132 · Cited by 1 · see citing works
Sleep deprivation and memory: A neurobiological perspective
Adeniji, K. O., Igado, O. O., Olopade, F. E., & Femi-Akinlosotu, O. M. (2026) · IBRO Neuroscience Reports · doi:10.1016/j.ibneur.2026.01.010 · Cited by 3 · see citing works
Tapia, J. L., Duñabeitia, J. A., & Puertas, F. J. (2026) · Frontiers in Digital Health · doi:10.3389/fdgth.2026.1725773 · Cited by 1 · see citing works
Odor‐Cued Targeted Reactivation Was Unable to Selectively Benefit Declarative Memories During Sleep
Narayan, G., Babineaux, G., Cho, M., Murugavel, S., Lu, T., Lew, N., Argueta, S. A., & Schechtman, E. (2026) · Journal of Sleep Research · doi:10.1111/jsr.70281 · Cited by 1 · see citing works
Self-citationGalatoula, P., Pipelias, P., Mantikas, V., Papadopoulou, A., Chrousos, G. P., Bacopoulou, F., Mykoniatis, M., & Darviri, C. (2026) · Nutrients · doi:10.3390/nu18152501 · Cited by 1 · see citing works
- Authors
- Paller, K. A., Creery, J. D., & Schechtman, E.
- Affiliations
- Northwestern University (US)
- Venue
- Annual Review of Psychology
- Publisher
- Annual Reviews
- Published
- 2021-01-04
- Volume
- 72
- Issue
- 1
- Pages
- 123-150
- ISSN
- 0066-4308 (ISSN-L)
- 1545-2085
- PMC
- PMC7983127
- OpenAlex
- W3087541990
- Semantic Scholar
- de5c4357e615a760acfe8d41e4dab89d63b1353a
- Cited by
- 150
- References
- 168
- Citations by year
- 2026: 21 · 2025: 32 · 2024: 35 · 2023: 28 · 2022: 21 · 2021: 10 · 2020: 3
- FWCI
- 2.09
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Annual Review of Psychology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- National Heart, Lung, and Blood Institute (T32HL007909)
- National Institute of Neurological Disorders and Stroke (R01NS112942, T32NS047987)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Sleep and Wakefulness Research
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Keywords
- sleep-dependent memory consolidation, rumination, worry, emotion regulation, creativity, problem solving, forgetting, self-construction
- MeSH terms
- Cognition, Humans, Memory, Mental Health, Mental Recall, Sleep
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 2026-10-08.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-08.
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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