Cited by 190Embodied and Extended CognitionAnxiety, Depression, Psychometrics, Treatment, Cognitive ProcessesNeural and Behavioral Psychology Studies

The depressed brain: an evolutionary systems theory

Open access
Badcock, Paul B., Davey, Christopher G., Whittle, Sarah, Allen, Nicholas B., Friston, Karl J.·2017·Trends in Cognitive Sciences

Abstract

Major depression is a debilitating condition characterised by diverse neurocognitive and behavioural deficits. Nevertheless, our species-typical capacity for depressed mood implies that it serves an adaptive function. Here we apply an interdisciplinary theory of brain function to explain depressed mood and its clinical manifestations. Combining insights from the free-energy principle (FEP) with evolutionary theorising in psychology, we argue that depression reflects an adaptive response to perceived threats of aversive social outcomes (e.g., exclusion) that minimises the likelihood of surprising interpersonal exchanges (i.e., those with unpredictable outcomes). We suggest that psychopathology typically arises from ineffectual attempts to alleviate interpersonal difficulties and/or hyper-reactive neurobiological responses to social stress (i.e., uncertainty), which often stems from early experience that social uncertainty is difficult to resolve.

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Crossref · 10.1016/j.tics.2017.01.005

Cites

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Claims the paper makes

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  • Premisecitation

    This risk-averse approach increases cognitive sensitivity to sensory cues of social risk.

    “This maintains that depressed mood reflects an adaptive, risk-averse approach to social interaction that reduces the likelihood of further aversive outcomes by: (1) increasing our cognitive sensitivity to (sensory) cues of social risk; (2) reducing our (behavioural) propensity for taking social risks; and (3) initiating signalling behaviours that elicit support and defuse conflict [32].”
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  • Interpretationreasoning

    Depression is an adaptive response to perceived threats of aversive social outcomes (e.g., exclusion) that reduces the likelihood of surprising interpersonal exchanges.

    “we argue that depression reflects an adaptive response to perceived threats of aversive social outcomes (e.g., exclusion) that minimises the likelihood of surprising interpersonal exchanges (i.e., those with unpredictable outcomes).”
    • Also stated in: § Concluding Remarks · plain
      “normative levels of depressed mood instantiate an adaptive prior that minimises the likelihood of surprising interpersonal interactions when faced with threats of aversive social outcomes that typically compromised ancestral fitness.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The brain is a hierarchical, self-organising system sculpted by evolution.
    • The authors state this as an assumption: The brain is situated within the evolutionary dynamics of the brain-body-environment system.
  • Premisecitation

    Exposure to early social stress (e.g., parental loss, abuse, or neglect) is a strong predictor of depressive vulnerability.

    “Ontogenetically, exposure to early social stress (e.g., parental loss, abuse, or neglect) is a strong predictor of depressive vulnerability [37]”
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  • Premisecitation

    Social support and belonging are key protective factors against depression.

    “social support and belonging are key protective factors [45]”
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  • Premisecitation

    This risk-averse approach reduces behavioural propensity for taking social risks.

    “This maintains that depressed mood reflects an adaptive, risk-averse approach to social interaction that reduces the likelihood of further aversive outcomes by: (1) increasing our cognitive sensitivity to (sensory) cues of social risk; (2) reducing our (behavioural) propensity for taking social risks; and (3) initiating signalling behaviours that elicit support and defuse conflict [32].”
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    Interpretationreasoning

    If depression instantiates an adaptive prior, it should minimise surprise in response to specific environmental challenges that threatened inclusive fitness over evolutionary time.

    “If depression instantiates an adaptive prior, it should minimise surprise in response to specific environmental challenges that have threatened our inclusive fitness (i.e., free-energy) over evolutionary time.”
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    Premisecitation

    This risk-averse approach initiates signalling behaviours that elicit support and defuse conflict.

    “This maintains that depressed mood reflects an adaptive, risk-averse approach to social interaction that reduces the likelihood of further aversive outcomes by: (1) increasing our cognitive sensitivity to (sensory) cues of social risk; (2) reducing our (behavioural) propensity for taking social risks; and (3) initiating signalling behaviours that elicit support and defuse conflict [32].”
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    Premisecitation

    The FEP describes the brain as a hierarchical generative model that reduces surprise by minimising discrepancies between incoming sensory inputs and top-down predictions.

    “In line with predictive coding, the FEP describes the brain as a hierarchical generative modela hierarchy of hypotheses about the world that enables a reduction of surprise by minimising discrepancies between incoming sensory inputs and top-down predictions [9].”
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    Premisecitation

    Depressed mood states are elicited by aversive interpersonal outcomes (e.g., exclusion, defeat, or loss) that indicate a critical loss of control over social relationships that were critical to ancestral fitness.

    “According to this view, depressed mood states are elicited by aversive interpersonal outcomes (e.g., exclusion, defeat, or loss) that indicate a critical loss of control over social relationships that were critical to ancestral fitness [31].”
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    Premisecitation

    Perception and action operate synergistically to minimise prediction errors and optimise internal representations of the environment.

    “Thus, perception and action operate synergistically to minimise prediction errors and optimise our internal representations of the environment.”
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    Interpretationreasoning

    Psychopathology typically arises from ineffective attempts to alleviate interpersonal difficulties and/or hyper-reactive neurobiological responses to social stress (uncertainty), often stemming from early experience that social uncertainty is difficult to resolve.

    “We suggest that psychopathology typically arises from ineffectual attempts to alleviate interpersonal difficulties and/or hyper-reactive neurobiological responses to social stress (i.e., uncertainty), which often stems from early experience that social uncertainty is difficult to resolve.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Premisenone given

    The literature to date sheds little light on the ecological conditions responsible for the positive selective pressure that depression appears to have.

    “Second, the literature to date sheds little light on the ecological conditions responsible for the positive selective pressure that depression appears to have [see Box 3].”
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    • cites [see Box 3]

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    Premisecitation

    The neural mechanisms responsible for depression can only be understood by considering the broader context of human evolution, enculturation, development, embodiment and behaviour.

    “According to this view, the neural mechanisms responsible for depression can only be understood by considering the broader context of human evolution, enculturation, development, embodiment and behaviour.”
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    • cites [6][7][8]

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    Premisecitation

    Low mood reflects an adaptive biobehavioural strategy that conserves or reallocates energy and resources in unpropitious social environments.

    “a theme common to many of these is that low mood reflects an adaptive biobehavioural strategy that conserves or reallocates energy and resources in unpropitious social environments [29,30].”
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    Premisecitation

    Adaptive priors are inherited expectations about the world shaped by natural selection to guide action-perception cycles toward adaptive (unsurprising) states.

    “Emphasis is placed on adaptive priorsinherited expectations about the way our world unfolds that have been shaped by natural selection to guide action-perception cycles toward adaptive (i.e., unsurprising) states [5,12].”
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    Premisereasoning

    The literature to date says little about the species-typical capacity for depressed or low mood.

    “First, by concentrating on depressive disorders, the models above say little about our speciestypical capacity for depressed or low mood.”
    Quote in the paperSubstantial claim
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    Premisecitation

    A hierarchical architecture is a hallmark of the mammalian brain, progressing from highly segregated sensorimotor hierarchies common to all mammals through to cortical association areas that confer heightened cognitive control among primates.

    “Comparative work suggests that a hierarchical architecture is a hallmark of the mammalian brain, progressing from highly segregated sensorimotor hierarchies common to all mammals through to the cortical association areas that confer the adaptive advantage of heightened cognitive control among primates [71,72].”
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    Interpretationcitation

    The depressive response is adaptive when changes in mood state and behaviour reduce uncertainty in the face of socio-environmental change, and lead to re-engagement with that environment when volatility abates.

    “The depressive response is adaptive when changes in mood state and behaviour reduce uncertainty in the face of socio-environmental change, and lead to re-engagement with that environment when volatility abates (which should, at least in part, be brought about by depressive behaviours; see [32]).”
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    Interpretationcitation

    Ongoing depressive behaviours seek to confirm negative biases, creating a self-fulfilling prophecy born from mutually reinforcing patterns of cognition and behaviour.

    “Following active inference, this is likely to engender ongoing depressive behaviours that seek to confirm negative biases, creating a self-fulfilling prophecy (i.e., high predictability) born from mutually reinforcing patterns of cognition and behaviour [16].”
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    Premisecitation

    Depressive cognition is characterised by a specific attentional bias towards socially-threatening stimuli and increased rumination about interpersonal problems.

    “Depressive cognition is characterised by a specific, attentional bias towards socially-threatening stimuli [47] and increased rumination about interpersonal problems [48]”
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    Premisecitation

    The distinction between social and non-social depressive responses is widely recognised.

    “In evolutionary psychology, for instance, the distinction between social and non-social depressive responses is widely recognised [Durisko 2015;Gilbert 2006]”
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    Premisecitation

    Most theoretical work concentrates on two general brain systems: a ventral affective system (including subcortical regions such as amygdala and ventral striatum) and the prefrontal cortex (PFC), which modulates the reactions of the ventral affective system.

    “Most of the theoretical work in this area concentrates on two general brain systems that work in concerta ventral affective system, including subcortical regions such as the amygdala and ventral striatum; and the prefrontal cortex (PFC), which modulates the reactions of the ventral affective system [1].”
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    Interpretationreasoning

    Depression often stems from the need to adapt to complex social contexts, and manifests through the bidirectional interplay of hierarchical neuronal processes.

    “Collectively, such findings fit well with our proposal that depression often stems from the need to adapt to complex social contexts, and manifests through the bidirectional interplay of hierarchical neuronal processes.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    A hierarchical neural structure is favoured by selection.

    “It is now broadly accepted that a hierarchical neural structure is favoured by selection.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    Under active inference, sensitivity to stress-related cues corresponds to their precision, implicating neuromodulatory systems associated with reward, action selection and interoceptive inference.

    “Under active inference, sensitivity to stress-related cues corresponds to their precision [13,60], implicating neuromodulatory systems associated with reward, action selection and interoceptive inference [61][62][63].”
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    Premisecitation

    The PFC can potentiate vulnerability to depression by underwriting the formation of distal goals that, when frustrated by rejection or failure, can lead to depression by suppressing the brain's reward system and the confidence in (or precision of) beliefs about behaviour, thereby inhibiting goal-directed behaviours.

    “Neurodevelopmentally, the PFC can also potentiate vulnerability to depression by underwriting the formation of distal goals that, when frustrated by rejection or failure, can lead to depression by suppressing the brain's reward system [58] and the confidence in (or precision of) our beliefs about behaviour [59], thereby inhibiting goal-directed behaviours.”
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    Interpretationcitation

    This self-perpetuating cycle chronically activates neurophysiological stress responses and leads to debilitating sickness behaviours.

    “This, in turn, is likely to chronically activate neurophysiological stress responses and leads to debilitating sickness behaviours [13,14].”
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    Interpretationreasoning

    Maladaptive forms of depression reflect a pervasive, self-maintaining failure of sensory attenuation, leading to ruminations, false inference and a concomitant inability to act and test these false beliefs.

    “According to this scheme, maladaptive forms of depression reflect a pervasive, self-maintaining failure of sensory attenuation, leading to ruminations, false inference and a concomitant inability to act and test these false beliefs.”
    Quote in the paperSubstantial claim
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    Premisecitation

    Brain regions across the extended visceromotor network regulate motivation and neurobiological responses to stress, and play a central role in social threat and reward processing.

    “Brain regions across this network regulate motivation (e.g., anhedonia and dopaminergic function) and neurobiological responses to stress, and play a central role in social threat and reward processing [39,41,56,57].”
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    Interpretationcitation

    Depression can be interpreted as a maladaptive pattern of dysregulated defences: if the depressive response is effective, an individual escapes or avoids the social stressor or adapts to it; if the defence fails, the individual is at risk of entering a self-perpetuating dysregulated state beyond the normal range of adaptive functioning.

    “Here, depressed can be interpreted as a maladaptive pattern of dysregulated defencesif this depressive response is effective, an individual either escapes or avoids the social stressor or adapts to it; if the defence fails, the individual is at risk of entering a self-perpetuating dysregulated state, which falls beyond the normal range of adaptive functioning (Allen & Badcock, 2003;Gilbert, 2001).”
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    Interpretationreasoning

    The depressive response becomes maladaptive when there are failures of precision engineered visceromotor inference (e.g., from sustained social distress), leading to illness behaviours that fail to respond to improvements in interpersonal contexts and can exacerbate socio-environmental stress.

    “we suggest that the depressive response becomes maladaptive when there are (neuromodulatory) failures of”
    Quote in the paperSubstantial claim0 of 2 sources checked
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    Premisecitation

    Normative depressed states increase the accuracy of social inferences (depressive realism) and improve social problem-solving.

    “while normative depressed states have been shown to increase the accuracy of social inferences (e.g., depressive realism [49]) and improve social problem-solving [50].”
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  • Classified as probably not a substantial claim.

    Premisenone given

    Depression emerges from bidirectional interactions between hierarchically organised neural regions.

    “It is widely accepted that depression emerges from bidirectional interactions between hierarchically organised neural regions.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisereasoning

    The model embodies inherited prior beliefs that, over evolutionary time, have reduced free energy by leading the organism to seek a limited set of predictable states matching its phenotype and surroundings.

    “This model instantiates genetically specified (empirical) prior beliefs that have minimised free-energy (i.e., maximised model evidence) over evolutionary time by ensuring an organism seeks out a small number of unsurprising states that are consistent with its phenotype and environment.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    The free-energy principle is intended to account for how living systems preserve their integrity by staying within a restricted set of states.

    “The FEP seeks to explain how biological systems maintain their integrity by occupying a constricted number of states [5].”
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    Interpretationreasoning

    Vulnerability to depression rises from puberty onward and remains elevated past adolescence.

    “For this reason, increased vulnerability to depression starts in puberty but is maintained well beyond adolescence.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Adolescence constitutes a sensitive window for social adaptation.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    Reducing free energy also requires predicting how precise prediction errors are, which involves attentional gain and neuromodulation.

    “Crucially, to minimise free-energy, the precision of prediction errors also has to be predicted, invoking notions of attentional gain (psychologically) and neuromodulation (physiologically).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Adolescent social environment has significant volatility, with frequent friendship changes and typically short-lived romantic relationships.

    “Peer relationships become increasingly important, hierarchical and complex, and there is significant socio-environmental volatilityfriendships change frequently, and romantic relationships are typically short-lived [83].”
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    Premisecitation

    When neural networks are hierarchically segregated into distributed neighbourhoods, the range of parameters supporting self-organised criticality widens, permitting subcritical and supercritical dynamics to occur together.

    “The hierarchical segregation of neural networks into distributed neighbourhoods has been found to stretch the parameter range for self-organised criticality by allowing subcritical and supercritical dynamics to co-exist simultaneously [75].”
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    Premisenone given

    The free-energy principle treats the brain as a hierarchical inference device that reduces prediction error by aligning incoming sensory data with top-down predictions.

    “The FEP appeals to predictive coding by characterising the brain as a hierarchical inference machine that minimises prediction error by seeking to match incoming sensory inputs with top-down predictions [see Figure II].”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The brain does not merely contain a model of the world; it is itself a model, a physical record of environmental regularities shaped by evolution.

    “It suggests that instead of just containing a model of the world, the brain is a model of the worlda physical transcription of causal regularities in the environment that is optimised by evolution.”
    Quote in the paperSubstantial claim
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    Premisecitation

    During adolescence, white matter progressively increases, alongside synaptic pruning and grey matter loss, which delineate large-scale brain networks.

    “Over this period, there is a progressive increase in white matter, alongside synaptic pruning and grey matter loss, which have the effect of delineating more clearly defined large-scale brain networks [78].”
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    Premisecitation

    Every organism lowers the disorder of its sensory and bodily states by reducing free energy.

    “It suggests that all organisms actively reduce the entropy (i.e.disorder or dispersion) of their sensory and physical states by minimising free-energy.”
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38 of 38
  • The authors state this as an assumption.

    The brain is a hierarchical, self-organising system sculpted by evolution.

    “The first appeals to a consensus among cognitive scientists that the brain is a hierarchical, self-organising system sculpted by evolution [3][4][5].”
  • The authors state this as an assumption.

    The brain is situated within the evolutionary dynamics of the brain-body-environment system.

    “The second assumption echoes dynamic systems approaches that situate the brain within the evolutionary dynamics of the brain-body-environment system [6][7][8].”
  • The authors state this as an assumption.

    Risk corresponds to uncertainty and uncertainty is expected surprise or free energy.

    “technically, risk corresponds to uncertainty and uncertainty is expected surprise or free energy”
  • The paper relies on this without support.

    Self-organised criticality improves evolvability because minor external changes can trigger major internal reorganisation.

    “This is a dynamical state poised between completely ordered, stable cycles of activity and highly complex, chaotic ones that optimises evolvability because it allows small extrinsic changes to elicit large intrinsic reorganisations.”
  • The paper relies on this without support.

    Adolescence constitutes a sensitive window for social adaptation.

    “It is now widely accepted that the functional and structural changes that accompany adolescence reflect a particularly sensitive period for adapting to the social world.”
5 of 5

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 brain's hierarchy ranges from lower-order, highly segregated neurocognitive systems for sensorimotor processing to highly integrated association areas underlying sophisticated cognitive faculties unique to humans.

    “This hierarchy ranges from lower-order, highly segregated neurocognitive systems responsible for sensorimotor processing, through to the highly integrated association areas that underlie the sophisticated cognitive faculties unique to humans [70].”

    From Answering Schrödinger's question: A free-energy formulation (2018) · cites this paper as [70]

  • The hierarchically mechanistic mind (HMM) is an interdisciplinary evolutionary systems theory of the embodied brain that synthesises the free-energy principle with major paradigms in psychology.

    “To address this need, an interdisciplinary EST of the embodied brain has recently been forwarded called the hierarchically mechanistic mind (HMM).”

    From Answering Schrödinger's question: A free-energy formulation (2018) · cites this paper as [70]

  • The FEP can be equally applied across all four of Tinbergen's research questions, casts new light on the reciprocal interplay of ultimate and proximate processes, stands to benefit both evolutionary and developmental psychologists, and proffers a common transdisciplinary language to unite psychology's sub-disciplines.

    “Finally, since it can be equally applied across all four of Tinbergen's research questions, the FEP casts new light on the reciprocal interplay of ultimate and proximate processes; stands to benefit both evolutionary and developmental psychologists; and proffers a common, transdisciplinary language to unite psychology's sub-disciplines [7,70].”

    From Answering Schrödinger's question: A free-energy formulation (2018) · cites this paper as [70]

  • These temporal processes are captured by Tinbergen's four levels of inquiry, which appeal to a dynamic causal hierarchy encapsulated by complementary paradigms in psychology.

    “These temporal processes are captured by Tinbergen's four levels of inquiry, which appeal to a dynamic causal hierarchy that is encapsulated by complementary paradigms in psychology: evolutionary psychology; evolutionary developmental approaches; developmental psychology; and the psychological subdisciplines [7,70].”

    From Answering Schrödinger's question: A free-energy formulation (2018) · cites this paper as [70]

  • The HMM can be translated into a multidisciplinary research heuristic that promotes a tripartite approach to scientific inquiry.

    “The HMM is not just a second-order theory derived from variational neuroethology; it can also be translated into a multidisciplinary research heuristic that promotes a tripartite approach to scientific inquiry [70].”

    From Answering Schrödinger's question: A free-energy formulation (2018) · cites this paper as [70]

The citation lists haven’t been fetched yet

References 107 · Cited by 190

Authors
Badcock, P. B., Davey, C. G., Whittle, S., Allen, N. B., & Friston, K. J.
Affiliations
  • The University of Melbourne (AU)
  • University of Oregon (US)
  • Wellcome Centre for Human Neuroimaging (GB)
Corresponding author
Badcock, Paul B.
Venue
Trends in Cognitive Sciences
Publisher
Elsevier BV
Published
2017-03
Volume
21
Issue
3
Pages
182-194
ISSN
1364-6613 (ISSN-L)
OpenAlex
W2584391386
Cited by
190
References
107
Citations by year
2026: 6 · 2025: 14 · 2024: 22 · 2023: 36 · 2022: 29 · 2021: 31 · 2020: 16 · 2019: 15 · 2018: 13 · 2017: 7
FWCI
1.56
Type
journal article
Language
en
Open access
Locations
  • Trends in Cognitive Sciences (publishedVersion)
  • PubMed (publishedVersion)
  • UCL Discovery (University College London) (submittedVersion)
  • Figshare (submittedVersion)
Funders
  • Wellcome Trust
  • National Health and Medical Research Council of Australia (NHMRC)
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Embodied and Extended Cognition
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
Keywords
major depressive disorder, depressive mood, free energy principle, social exclusion, social uncertainty, interpersonal threat, social stress, psychopathology
MeSH terms
Brain, Depression, Depressive Disorder, Major, Major Depressive Disorder, Biological Evolution, Systems Theory

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