Cited by 389Maternal Mental Health During Pregnancy and PostpartumBirth, Development, and HealthChild and Adolescent Psychosocial and Emotional Development

Prenatal developmental origins of future psychopathology: mechanisms and pathways

Open access
Monk, Catherine, Lugo-Candelas, Claudia, Trumpff, Caroline·2019·Annual Review of Clinical Psychology

Abstract

The developmental origins of health and disease hypothesis applied to neurodevelopmental outcomes asserts that the fetal origins of future development are relevant to mental health. There is a third pathway for the familial inheritance of risk for psychiatric illness beyond shared genes and the quality of parental care: the impact of pregnant women's distress—defined broadly to include perceived stress, life events, depression, and anxiety—on fetal and infant brain–behavior development. We discuss epidemiological and observational clinical data demonstrating that maternal distress is associated with children's increased risk for psychopathology: For example, high maternal anxiety is associated with a twofold increase in the risk of probable mental disorder in children. We review several biological systems hypothesized to be mechanisms by which maternal distress affects fetal and child brain and behavior development, as well as the clinical implications of studies of the developmental origins of health and disease that focus on maternal distress. Development and parenting begin before birth.

Integrity signals

Registry

Crossref · 10.1146/annurev-clinpsy-050718-095539

Cites

149 of 149 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 167 cited sources checked · 0 supported · 0 flagged

  • Findingcitation

    Higher levels of maternal distress are related to greater fetal heart rate in response to stimuli, an early marker of heightened alertness.

    “We have found higher levels of maternal distress related to greater fetal heart rate in response to stimuli, an early marker of heightened alertness (Posner et al. 2016).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Posner et al. 2016

      Not checked in the free run.

  • Premisecitation

    Higher prenatal levels of maternal plasma corticotropin-releasing hormone are associated with greater cortical thinning and decrements in cognitive functioning in school-age children.

    “Higher prenatal levels of maternal plasma corticotropin-releasing hormone are associated with greater cortical thinning and decrements in cognitive functioning in school-age children (Sandman et al. 2018).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Sandman et al. 2018

      Not checked in the free run.

  • Premisecitation

    High maternal anxiety during pregnancy is associated with about a twofold increased risk of probable mental disorder in children, observed at ages 4, 7, 9, 11.5, and 13 years.

    “high maternal anxiety is associated with a twofold increase in the risk of probable mental disorder in children”
    • Also stated in: § Maternal Prenatal Distress Is a Risk Factor for Future Psychopathology in Children · plain
      “High levels of maternal anxiety were associated with a twofold increased risk in probable mental disorder in male and female children at ages 4, 7, 9, 11.5, and 13 years.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites O’Donnell et al. 2014

      Not checked in the free run.

  • Premisecitation

    Maternal distress across different gestational time points predicts behavioral problems in both males and females, including externalizing or internalizing symptoms, anxiety, depression, conduct problems, and overall psychiatric disturbances.

    “maternal distress across different gestational time points predicts behavioral problems in both males and females, such as externalizing or internalizing symptoms, anxiety, and depression, as well as conduct problems and overall psychiatric disturbances”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites van den Bergh et al. 2017

      Not checked in the free run.

  • Interpretationcitation

    Maternal distress during pregnancy, defined broadly as perceived stress, life events, depression, and anxiety, is associated with an increased risk of psychopathology in children.

    “maternal distress is associated with children’s increased risk for psychopathology”
    • Also stated in: § Maternal Prenatal Distress Is a Risk Factor for Future Psychopathology in Children · plain
      “elevated maternal distress during pregnancy increases the future child’s risk for mental health disorders, including anxiety, depression, ADHD, and schizophrenia”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites van den Bergh et al. 2017

      Not checked in the free run.

    • cites O’Donnell et al. 2014

      Not checked in the free run.

  • May combine two claims. 60
  • The quote only partly states this claim. 2
  • Classified as probably not a substantial claim. 17
  • May combine two claims.

    Premisecitation

    Maternal prenatal distress and maternal HPA activation are associated with increased risk for autism spectrum disorder, schizophrenia, depression, anxiety, and ADHD in offspring.

    “Human studies relate maternal prenatal distress and maternal HPA activation to an increased risk for autism spectrum disorder (ASD), schizophrenia, depression, anxiety, and ADHD in offspring (Chan et al. 2018).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Chan et al. 2018

      Not checked in the free run.

  • The quote only partly states this claim.

    Premisecitation

    Prenatal depression is similarly associated with increased risk of probable mental disorder in children, after adjustment for potential confounders including postnatal anxiety and depression, socioeconomic factors, obstetrical risks, and parenting.

    “Results were similar for prenatal depression and included potential confounders (i.e., maternal postnatal anxiety and depression, socioeconomic factors, obstetrical risks, and maternal parenting) in the statistical models.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites O’Donnell et al. 2014

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Exposure to ecologically valid social stressors early in gestation often results in pregnancy loss, whereas later exposure appears to have long-lasting cognitive, neurological, and behavioral effects in offspring, including hyperresponsiveness to stress and increased anxiety.

    “Exposure to these more ecologically valid social stressors early in gestation often results in pregnancy loss, whereas later exposure appears to have long-lasting cognitive, neurological, and behavioral effects in offspring, including hyperresponsiveness to stress and increased anxiety (Brunton 2013).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Brunton 2013

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Prenatal stress exposure affects stress neurocircuitry in mice, increasing corticotropin-releasing factor in the amygdala and reducing hippocampal glucocorticoid receptor expression.

    “PS exposure affects stress neurocircuitry in mice, including increasing corticotropin-releasing factor in the amygdala and reducing hippocampal glucocorticoid receptor expression (Mueller & Bale 2008).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Mueller & Bale 2008

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Maternal viral infection during the first trimester and maternal bacterial infection during the second trimester are associated with increased risk of autism spectrum disorder in children.

    “a Danish study that included 10,000 children with autism found associations between maternal viral infection during the first trimester and maternal bacterial infection during the second trimester and ASD risk in children (Atladóttir et al. 2010).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Atladóttir et al. 2010

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Both prenatal maternal depression and cortisol levels during the first and second trimesters were related to emotional reactivity in preschool-age offspring, suggesting independent, sex-specific effects.

    “A recent prospective longitudinal study documented that both prenatal maternal depression and cortisol levels during the first and second trimesters were related to emotional reactivity in preschool-age offspring, suggesting that both of these prenatal exposures may have independent, sex-specific effects (Swales et al. 2018).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Swales et al. 2018

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Offspring sex appears to play a critical role in determining outcomes and interacts with timing and type of prenatal stress exposure.

    “An offspring’s sex appears to play a critical role in determining outcomes and, further complicating matters, interacts with the timing and type of PS exposure (Brunton & Russell 2010).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Brunton & Russell 2010

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Maternal distress may be associated with altered HPA axis regulation and higher circulating glucocorticoids, which can affect placental functioning and cross the placenta to reach the fetus.

    “Since prenatal maternal distress may be associated with alterations in HPA axis regulation and higher levels of circulating glucocorticoids—which can affect placenta functioning and cross the placenta and reach the fetus (Monk et al. 2016, Stirrat et al. 2018)”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Monk et al. 2016

      Not checked in the free run.

    • cites Stirrat et al. 2018

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Maternal socioeconomic adversity is associated with lower placental HSD11B2 methylation, with greater effects in males than females.

    “maternal socioeconomic adversity has been associated with lower levels of placental HSD11B2 methylation, with greater effects in males than females (Appleton et al. 2013).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Appleton et al. 2013

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    The HPA axis is a central component of the hormonal stress response system, secreting glucocorticoids including cortisol, which alerts the organism to threat and maintains homeostasis.

    “The hypothalamic–pituitary–adrenal (HPA) axis is a central component of the hormonal stress response system. It is responsible for secreting glucocorticoids, including cortisol, which alerts the organism to potential threat and maintains homeostasis (Herman & Cullinan 1997).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Herman & Cullinan 1997

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Maternal immune activation indexed by interleukin-6 and C-reactive protein is related to decreased fetal heart rate variability, altered functional connectivity between the medial prefrontal cortex and temporoparietal junction, and larger right amygdala volume with increased amygdala connectivity.

    “MIA [indexed via levels of interleukin-6 (IL-6) and C-reactive protein] is related to potentially important intermediate phenotypes in the fetus and infant: decreased fetal heart rate variability (considered a physiological substrate of emotion regulation), alterations in functional connectivity between the medial prefrontal cortex and temporoparietal junction, and larger right amygdala volume and”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Rudolph et al. 2018

      Not checked in the free run.

    • cites Spann et al. 2018

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Animal studies suggest prenatal stress results in elevated basal and poststressor corticosteroids and decreased negative feedback of the HPA axis.

    “Overall, animal studies suggest that prenatal stress (PS for animal models) results in elevated levels of basal and reactivity (i.e., poststressor) corticosteroids and decreased negative feedback of the HPA axis (Maccari et al. 1995).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Maccari et al. 1995

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Environmental insults can alter placental biology via epigenetic modifications and perturb transport and waste removal, such as nutrient transport deficiency leading to altered fetal growth.

    “Environmental insults can alter placental biology, in part via epigenetic modifications, and lead to perturbation of the transport and waste removal functions, such as a deficiency in nutrient transport leading to altered fetal growth (Angiolini et al. 2006).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Angiolini et al. 2006

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    These HPA changes in rats are accompanied by increased cognitive problems, anxiety, and depression-like behaviors through adulthood.

    “These changes have been documented in rats alongside increased cognitive problems in offspring, anxiety, and depression-like behaviors, even through adulthood (Brunton & Russell 2010, St-Cyr et al. 2017).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Brunton & Russell 2010

      Not checked in the free run.

    • cites St-Cyr et al. 2017

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Maternal cytokines can impact the fetus by crossing the placenta, affecting the placenta and causing inflammation, creating fetal immune dysregulation, or a combination of these.

    “maternal cytokines can impact the fetus by (a) crossing the placenta and entering the fetal compartment (see the section titled Placental Functioning: DNA Modification), (b) affecting the placenta itself and causing placental inflammation and associated cytokine production, (c) creating fetal immune dysregulation, or (d) a combination of the three (Meltzer & Van de Water 2016).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Meltzer & Van de Water 2016

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    In many studies, male offspring appear most strongly affected and often present with a dysmasculinized phenotype.

    “In many studies, male offspring appear to be the most strongly affected. Interestingly, they often present with what is known as a dysmasculinized phenotype (i.e., with behaviors and gene expression patterns most commonly seen in females) (Bale 2016).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bale 2016 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    A study of 116 women with elevated cortisol during the second and third trimesters found increased stress responses in newborns but no association between maternal distress and cortisol.

    “one study of 116 women with elevated cortisol levels during the second and third trimesters found increased stress responses in newborns but did not find an association between maternal distress and cortisol (Davis et al. 2011)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Davis et al. 2011

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Because cytokines are involved in dendritic growth and neuronal survival and differentiation, maternal immune activation may affect offspring outcomes through multiple aspects of brain development.

    “Because cytokines are known to be involved in dendritic growth and neuronal survival and differentiation (Marx et al. 2001), MIA may exert its effect on offspring’s outcomes through multiple aspects of brain development”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Marx et al. 2001

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Maternal stress is associated with increased placental DNA methylation of HSD11B2, which in turn is associated with reduced fetal coupling, indicating delayed neurobehavioral development.

    “maternal stress was associated with increased placental DNA methylation of HSD11B2, which, in turn, was associated with a reduction in fetal coupling, indicative of delayed neurobehavioral development (N = 61, 51% female) (Monk et al. 2016).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Monk et al. 2016

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    None of the reviewed papers identified sex effects in infant outcomes.

    “None of these papers identified sex effects in infant outcomes.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Placental DNA methylation of NR3C1 and HSD11B2 predicts poorer self-regulation, lower muscle tone, and more lethargy in neonates.

    “Placental DNA methylation of these two genes predicted poorer self-regulation, lower muscle tone, and more lethargy in neonates (N = 482, 47% female) (Conradt et al. 2013).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Conradt et al. 2013

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    It is likely that maternal distress affects development of offspring HPA circuitry and brain development, and subsequent risk for psychopathology.

    “it is likely that maternal distress affects the development of the offspring’s HPA circuitry and brain development, as well as the subsequent risk for psychopathology.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Given the array of disorders associated with maternal perinatal inflammation, it is likely that the specific cause of inflammation, timing of exposure, and other environmental and individual factors interact and lead to different processes from maternal immune activation to risk for a range of psychopathologies in offspring.

    “Given the array of disorders that have been associated with maternal perinatal inflammation, is it likely that the specific cause of inflammation (i.e., in response to bacterial infection versus experienced stress), the timing of exposure, and other environmental and individual factors (e.g., the offspring’s sex, genetic risk for a specific disease) interact and result in different processes”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The critical period of prenatal brain development is characterized by considerable plasticity and vulnerability, yet also opportunity.

    “This critical period, also subserving corticogenesis, is characterized by considerable plasticity and, thus, vulnerability, yet also opportunity (Scheinost et al. 2017, Werker & Hensch 2015).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Scheinost et al. 2017

      Not checked in the free run.

    • cites Werker & Hensch 2015

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Concordance between maternal prenatal and postpartum depression, versus nonconcordance, was associated with superior Bayley Scales scores at 3, 6, and 12 months.

    “In one provocative paper, concordance between maternal prenatal (at 25 gestational weeks) and postpartum depression versus nonconcordance (so, two hits of depression versus only one in a traditional diathesis model) was associated with superior scores on the Bayley Scales of Infant and Toddler Development at 3, 6, and 12 months (Sandman et al. 2012).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Sandman et al. 2012

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    Barker described the fetus as adapting to its environment with programmed changes that potentially put offspring at risk for future disease.

    “Barker (1995) describes the fetus as adapting to his or her environment with changes in their biology that become programmed, meaning embedded and long-lasting, with the idea that these programmed changes potentially put the offspring at risk for future disease.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Barker 1995

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    It is likely that the type of infectious agent and timing of maternal inflammation interact with offspring sex and possibly underlie some inconsistency in findings.

    “Thus, it is likely that the type of infectious agent and timing of maternal inflammation interact with an offspring’s sex and possibly underlie some of the inconsistency in findings (Rana et al. 2012).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Rana et al. 2012

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Glover and Sandman et al. suggest fetal adaptations aim at survival and exposure to maternal prenatal distress communicates characteristics of the postnatal world for which the fetus prepares via biological adaptations.

    “Glover (2011) and Sandman et al. (2013) suggest that fetal adaptations are aimed at ensuring survival and that exposure to maternal prenatal distress functions as a communication foreshadowing characteristics of the postnatal world for which the fetus can begin to prepare via biological adaptations.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Glover 2011

      Not checked in the free run.

    • cites Sandman et al. 2013

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Some studies document blunted HPA axis and stress responses in offspring, while others document the opposite.

    “The direction of findings has also varied, with some studies documenting blunted HPA axis and stress responses in offspring (Vedhara et al. 2012) and others documenting the opposite (Capron et al. 2015).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Vedhara et al. 2012

      Not checked in the free run.

    • cites Capron et al. 2015

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    At 20 weeks, the brain has the necessary structures for mature functioning, although the cortical plate is smooth as gyri and sulci begin to form.

    “At the midpoint of gestation, 20 weeks, the end of the early fetal period, the brain has the necessary structures for mature functioning, albeit with a smooth, lissencephalic versus ridged cortical plate, as the ridges (gyri) and depressions (sulci) are just beginning to form (Encha-Razavi & Sonigo 2003, Fogliarini et al. 2005).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Encha-Razavi & Sonigo 2003

      Not checked in the free run.

    • cites Fogliarini et al. 2005

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    A viral challenge with polyinosinic:polycytidylic acid on gestational day 9 resulted in hindered spatial exploration, whereas the same exposure on gestational day 17 led to poorer performance on a discrimination reversal learning task.

    “a viral challenge with polyinosinic:polycytidylic acid on GD9 resulted in hindered spatial exploration in offspring, whereas the same exposure on GD17 led to poorer performance on a discrimination reversal learning task (i.e., increased perseverative behavior) (Meyer et al. 2006).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Meyer et al. 2006

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    There is a significant association between maternal prenatal depression and risk for depression at 18 years old in females but not males.

    “a significant association between maternal prenatal depression and risk for depression at 18 years old in females but not males (Quarini et al. 2015).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Quarini et al. 2015

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Males have a 72% increased risk of developing childhood ADHD if their mother lost a spouse or child during pregnancy.

    “some studies show that males are more likely to be affected and have a 72% increased risk of developing childhood attention-deficit/hyperactivity disorder (ADHD) if their mother lost a spouse or child during pregnancy (van den Bergh et al. 2017)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites van den Bergh et al. 2017

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    A newer premise in the DOHaD model is that adaptation itself is programmed prenatally; exposure to prenatal distress fosters offspring sensitivity to environmental context, viewed as risk or opportunity depending on the child's life.

    “Finally, a newer premise in the DOHaD model is that adaptation itself is being programmed prenatally. Here, exposure to prenatal distress fosters offspring’s sensitivity to the environmental context, which is viewed as a risk or opportunity factor, depending on the qualities of the child’s life (Hartman et al. 2018).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Hartman et al. 2018

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based).

    Interpretationnone given

    Prenatal adaptations are hypothesized as inherently coming at a cost, namely a short-term survival benefit associated with future risk for poor neurodevelopmental outcomes.

    “Alternatively, prenatal adaptations are hypothesized as inherently coming at a cost—that is, a short-term survival benefit associated with future risk for poor neurodevelopmental outcomes.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    High maternal prenatal anxiety is related to greater likelihood of ADHD in 4-year-old males and emotion regulation problems in females.

    “high maternal prenatal anxiety related to greater likelihood of ADHD in 4-year-old males and emotion regulation problems in females (O’Donnell et al. 2014).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites O’Donnell et al. 2014

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    In rats, prenatal stress is associated with depression-like behavior and reduced PGC-1α protein in the frontal cortex and hippocampus of 3-month-old male offspring.

    “In a preclinical study, PS induced in rats was associated with depression-like behavior and with a reduction of PGC-1α protein (a regulator of mitochondrial biogenesis) in the frontal cortex and hippocampus of their 3-month-old male offspring (Glombik et al. 2015).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Glombik et al. 2015

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Myelin is first detected between 20 and 28 weeks and enhances the speed and accuracy of neuronal communication.

    “Myelin, which is first detected at between 20 and 28 weeks, enhances the speed and accuracy of neuronal communication (Tau & Peterson 2010).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Tau & Peterson 2010

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    The vast majority of human maternal immune activation work examined infection-related maternal immune activation, and findings vary depending on timing and type of infectious agent.

    “The vast majority of this work has examined infection-related MIA, and as in the rodent literature, findings vary depending on the timing of inflammation and type of infectious agent (Careaga et al. 2017).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Careaga et al. 2017

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Administering bacterial versus viral insults at the same time in males results in brain and behavioral differences associated with schizophrenia or increases in anxiety and depression-like behaviors.

    “administering bacterial versus viral insults at the same time (GD 9) in males results in, respectively, brain and behavioral differences associated with schizophrenia [i.e., enlarged ventricles and reduced prepulse inhibition in males (Li et al. 2009)] or increases in anxiety and depression-like behaviors (Depino 2018).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Li et al. 2009

      Not checked in the free run.

    • cites Depino 2018

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Maternal sleep patterns change throughout pregnancy due to alterations in reproductive hormones, increased nocturia, and body aches.

    “Maternal sleep patterns undergo changes throughout pregnancy due to alterations in reproductive hormones, increased nocturia, and body aches (Pien & Schwab 2004).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Pien & Schwab 2004

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    MSD impairs hippocampal neurogenesis and synaptic plasticity, which have been causally linked to disruptions in emotional and cognitive functioning.

    “MSD has been found to impair hippocampal neurogenesis (Zhao et al. 2015) and synaptic plasticity (Yu et al. 2018), which have been causally linked to disruptions in emotional and cognitive functioning.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Zhao et al. 2015

      Not checked in the free run.

    • cites Yu et al. 2018

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Early in pregnancy, deficits in maternal nutrient intake affect cell proliferation, while later deficits affect cell differentiation, synaptogenesis, and dendritic arborization in preclinical studies.

    “Early in pregnancy, deficits in maternal nutrient intake have been shown to affect cell proliferation, while deficits later in pregnancy have been shown in preclinical studies to affect cell differentiation, synaptogenesis, and dendritic arborization (Monk et al. 2013, Prado & Dewey 2014).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Monk et al. 2013

      Not checked in the free run.

    • cites Prado & Dewey 2014

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Based on a nonnutritive sucking paradigm, 3-day-old infants identified their mother's voice over another woman's and sucked more to elicit hearing it.

    “Based on a nonnutritive sucking paradigm, 3-day-old infants showed they identified their mother’s voice (reading Dr. Seuss) over another woman’s and sucked more to elicit hearing it (DeCasper & Fifer 1980).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites DeCasper & Fifer 1980

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Before birth, fetuses register sensory experience, and there is evidence of transnatal learning.

    “Before birth, fetuses register sensory experience, and there is evidence of transnatal learning—that is, learning that occurs as a fetus is carried across the birth divide (Busnel et al. 2017, Moon & Fifer 2000).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Busnel et al. 2017

      Not checked in the free run.

    • cites Moon & Fifer 2000

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Because the developing brain has high metabolic demand, microbial colonization may significantly influence brain maturation and potentially the risk for neuropsychiatric disease.

    “Because the developing brain exerts a high metabolic demand, microbial colonization may significantly influence brain maturation and, potentially, the risk for neuropsychiatric disease (Keunen et al. 2014).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Keunen et al. 2014

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Poor prenatal sleep is related to elevations in both maternal circulating cytokines and cortisol levels.

    “Finally, because poor prenatal sleep is related to elevations in both maternal circulating cytokines (Okun et al. 2009) and cortisol levels (Bleker et al. 2017),”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Okun et al. 2009

      Not checked in the free run.

    • cites Bleker et al. 2017

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Preference for the maternal voice over another woman's likely subserves bonding, while transnatal memory for language-specific properties may undergird language development.

    “this preference for the maternal voice over another woman’s likely subserves bonding while transnatal memory for language-specific properties may undergird language development.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Busnel et al. 2017

      Not checked in the free run.

    • cites DeCasper & Fifer 1980

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Rodent models have typically examined a gestational period comparable to third-trimester human MSD, and studies examining first- and second-trimester MSD have been inconsistent in documenting emotional deficits.

    “Rodent models have typically examined a gestational period comparable to third-trimester human MSD (Radhakrishnan et al. 2015, Yu et al. 2018, Zhao et al. 2015), and the studies examining first- and second-trimester MSD have been inconsistent in documenting emotional deficits (Calegare et al. 2010).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Radhakrishnan et al. 2015

      Not checked in the free run.

    • cites Yu et al. 2018

      Not checked in the free run.

    • cites Zhao et al. 2015

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationcitation

    Because childhood sleep problems predict future psychopathology, poor maternal prenatal sleep may increase offspring's risk of mental illness through this pathway.

    “Because childhood sleep problems are predictive of future psychopathology (Gregory & O’Connor 2002), it is possible that poor maternal prenatal sleep increases offspring’s risk of mental illness through this pathway.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Gregory & O’Connor 2002

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Reductions in amino acid concentrations across brain regions in offspring of stressed dams are more pronounced in males, suggesting increased susceptibility to metabolic programming of the developing brain in males.

    “These reductions were more pronounced in male offspring, suggesting increased susceptibility to metabolic programing of the developing brain in males (Jašarević et al. 2015),”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Jašarević et al. 2015

      Not checked in the free run.

  • The quote only partly states this claim.

    Interpretationcitation

    Given fetal imaging studies demonstrating sensory-driven plasticity, these findings suggest the possibility of in utero shaping of fetal neural organization and infant postnatal behavior based on the pairing of varying maternal emotions with external auditory stimuli.

    “Given emerging fetal imaging studies demonstrating sensory-driven plasticity (Anderson & Thomason 2013), these findings suggest the possibility of in utero shaping of fetal neural organization and infant postnatal behavior based on the pairing of varying maternal emotions”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Anderson & Thomason 2013

      Not checked in the free run.

    • cites Tallet et al. 2016

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Infants born via vaginal delivery show a bacterial composition resembling their mothers' vaginal microbiome, whereas babies born via Cesarean section show more skin-like microbiomes.

    “For example, infants born via vaginal delivery show a bacterial composition resembling their mothers’ vaginal microbiome, whereas babies born via Cesarean section show more skin-like microbiomes (Dominguez-Bello et al. 2010).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Dominguez-Bello et al. 2010

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Altered sleep is common, and further sleep loss, including that associated with maternal distress, can place both mother and offspring at risk for negative health trajectories including poor birth outcomes.

    “Altered sleep is a common occurrence, yet any further sleep loss—including that associated with maternal distress—can place both mother and offspring at risk for negative health trajectories, including poor birth outcomes (reviewed elsewhere, see Palagini et al. 2014).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Palagini et al. 2014

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Recent rodent studies challenge the existence of a sterile in utero environment, suggesting earlier mother-infant microbiome transmission likely through the placental barrier or fetal ingestion of amniotic fluid.

    “Moreover, recent rodent studies challenge the existence of a sterile in utero environment, suggesting an even earlier mother–infant microbiome transmission, likely through the placental barrier or fetal ingestion of amniotic fluid (Walker et al. 2017).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Walker et al. 2017

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Both maternal experiences of stress and inadequate nutrition may affect the fetus via related biological pathways.

    “Both maternal experiences of stress and inadequate nutrition may affect the fetus via related biological pathways (Monk et al. 2013).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Monk et al. 2013

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    In humans, maternal consumption of a high-fat diet during pregnancy is associated with an increased incidence of behavioral problems, poorer regulatory capacity, and lower surgency in infants and children.

    “In humans, maternal consumption of a high-fat diet during pregnancy has been associated with an increased incidence of behavioral problems, poorer regulatory capacity, and lower surgency (i.e., low interest and motivation) in infants and children (Gustafsson et al. 2015, Pina-Camacho et al. 2015, Steenweg-de Graaff et al. 2014).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Gustafsson et al. 2015

      Not checked in the free run.

    • cites Pina-Camacho et al. 2015

      Not checked in the free run.

    • cites Steenweg-de Graaff et al. 2014

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Distress during pregnancy is highly predictive of postpartum distress and future parenting.

    “This is especially important given the likelihood that distress during pregnancy is highly predictive of postpartum distress and future parenting (Glover & Capron 2017).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Glover & Capron 2017

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Distress in pregnancy is usually a factor that can be changed.

    “Maternal prenatal distress is only one of many, many influences on children’s futures; distress during pregnancy is typically a modifiable factor, and interventions with distressed pregnant women can help women and may positively affect their children as well.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    Research into prenatal distress must be considered in context such that prenatal programming via maternal distress occurs as one of a multitude of factors influencing fetal and infant neural organization and brain-behavior development.

    “research into prenatal distress must be considered in context such that prenatal programming via maternal distress occurs as one of a multitude of factors influencing fetal and infant neural organization and brain–behavior development.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Women feel immense pressure regarding the mothering role.

    “There is no doubt that women feel immense pressure regarding the mothering role (Howorth 2017);”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Howorth 2017

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationreasoning

    The identification of maternal distress as a factor in prenatal programming, with implications for future neurobehavioral development, introduces a possible time point for preventative interventions targeting fetal and child adaptations that may signal risk.

    “The identification of maternal distress as a factor in prenatal programming, with implications for future neurobehavioral development of the child, introduces a possible time point for providing preventative interventions targeting fetal and child adaptations that may signal risk,”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Maternal distress may serve as a marker for another variable that is the true agent affecting offspring's outcome, for example, poor nutrition.

    “As indicated, maternal distress may serve as a marker for another variable that is the true agent affecting offspring’s outcome, for example, poor nutrition.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The best rodent models of prenatal stress cross-foster pups during rearing because previously stressed dams parent differently and/or their prenatally stressed offspring elicit different caregiving, and these models still identify prenatal stress effects on offspring outcomes.

    “Indeed, the best rodent models of PS cross-foster the pups during rearing because previously stressed dams parent differently (and/or their PS-exposed offspring elicit different caregiving) (Weinstock 2017), and these models still identify PS effects on offspring’s outcomes.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Weinstock 2017

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Prenatal SSRI exposure is associated with gray matter expansion in the amygdala and insula in sleeping newborns and greater connectivity between the two regions, possibly indicating a potential for heightened fear conditioning and risk for future anxiety disorders.

    “For example, prenatal SSRI exposure is associated with gray matter expansion in the amygdala and insula in sleeping newborns and greater connectivity between the two regions, possibly indicating a potential for heightened fear conditioning and risk for future anxiety disorders (Lugo-Candelas et al. 2018).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Lugo-Candelas et al. 2018

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Improvement in mood during pregnancy is thought to diminish risks for postpartum depression and associated effects on the child and to foster more positive representations of the child in utero that carry over into the quality of the mother-child attachment system.

    “improvement in mood during pregnancy is thought to diminish risks for postpartum depression and the associated effects on the child and to foster more positive representations of the child in utero that will carry over into the quality of the mother–child attachment system (Glover & Capron 2017).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Glover & Capron 2017

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Pregestational diabetes and gestational diabetes mellitus have been associated with altered cognitive outcomes in offspring and with an increased risk for autism spectrum disorder.

    “Pregestational diabetes and GDM have been associated with altered cognitive outcomes in the offspring (Adane et al. 2016) and with an increased risk for ASD (Sacks et al. 2016, Xiang et al. 2015).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Adane et al. 2016

      Not checked in the free run.

    • cites Sacks et al. 2016

      Not checked in the free run.

    • cites Xiang et al. 2015

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    The lack of diversity and representation in research samples is not only an ethical dilemma but also a scientific one, given that the effects of race and ethnicity on disease risk and treatment response are well documented.

    “This lack of diversity and representation in research samples is not only an ethical dilemma but also a scientific one, given that the effects of race and ethnicity on disease risk and treatment response are well documented.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The effects of race and ethnicity on disease risk and treatment response are well documented.
  • May combine two claims.

    Premisecitation

    Psychological stress, anxiety, and depression are risk factors for infection and for diseases such as diabetes and hypertensive disorders such as preeclampsia.

    “Psychological stress, anxiety, and depression are risk factors for infection (Cohen et al. 1991) as well as for diseases, such as diabetes (Hackett & Steptoe 2017), and hypertensive disorders, such as preeclampsia (Zhang et al. 2013),”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Cohen et al. 1991

      Not checked in the free run.

    • cites Hackett & Steptoe 2017

      Not checked in the free run.

    • cites Zhang et al. 2013

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    In a study of children conceived via in vitro fertilization compared with controls, there was an independent effect of prenatal maternal distress on children's risk for antisocial behavior and anxiety, present in both related and unrelated children, but not for ADHD, which was seen uniquely in children related to their mother.

    “Results indicated there was an independent effect of prenatal maternal distress on children’s risk for antisocial behavior and anxiety (i.e., the risk was present in both related and unrelated children) but not for ADHD (i.e., it was seen uniquely in children related to their mother) (Rice et al. 2010).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Rice et al. 2010

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Exposures and mechanisms may exert an influence on each other, as observed for maternal nutrition and stress and hypothesized for prenatal inflammation and the microbiome.

    “Further, it is important to acknowledge that exposures and mechanisms may exert an influence on each other, as we and others have observed to be the case for maternal nutrition and stress (Lindsay et al. 2019, Monk et al. 2013), and others have hypothesized for prenatal inflammation and the microbiome (Kim et al. 2017).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Lindsay et al. 2019

      Not checked in the free run.

    • cites Monk et al. 2013

      Not checked in the free run.

    • cites Kim et al. 2017

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Hypertensive disorders during pregnancy are associated with higher risks of offspring developing behavioral problems, ADHD, affective disorder, and schizophrenia.

    “Hypertensive disorders during pregnancy are associated with higher risks of offspring developing behavioral problems, ADHD, affective disorder, and schizophrenia (reviewed in Dachew et al. 2018).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Dachew et al. 2018

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    It is terrifically challenging to assess and thereby control for the extent of postnatal influences on children's development that might be foreshadowed by and thus associated with maternal prenatal distress.

    “With respect to feasibility and costs, it is terrifically challenging to assess, and thereby control for, the extent of postnatal influences on children’s development that might be foreshadowed by, and thus associated with, maternal prenatal distress.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Experiencing multiple exposures may result in additive or interactive effects that, if unaccounted for, may contribute to mixed findings in the literature.

    “Experiencing multiple exposures may result in either additive or interactive effects that, if unaccounted for, may contribute to mixed findings in the literature.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Mothers and therefore their fetuses are exposed to a number of factors simultaneously.
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Premisecitation

    Because brain development begins before birth, parenting begins before birth.

    “Because brain development begins before birth, parenting begins before birth (Glover & Capron 2017).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Glover & Capron 2017

      Not checked in the free run.

75 of 75
  • The paper relies on this without support.

    Findings from animal models of prenatal stress are informative about human prenatal development and psychopathology.

    “The most robust support of the DOHaD hypothesis that maternal distress affects children’s future brain–behavior development that is relevant to psychopathology may come from an examination of proximal outcomes or intermediate phenotypes or endophenotypes that may reveal adaptation and mark a risk for future psychopathology, as well as from preclinical animal studies.”
  • The paper relies on this without support.

    Neither human nor rodent studies have examined the long-term behavioral and psychiatric implications of prenatal maternal stress-related alterations in offspring microbiomes.

    “Further, neither human nor rodent studies have examined the long-term behavioral and psychiatric implications of prenatal maternal stress–related alterations in offspring’s microbiomes.”
  • The paper relies on this without support.

    In studies showing associations between prenatal maternal distress and increased risk for child psychopathology, lifestyle characteristics and relevant disease states often are not simultaneously examined.

    “In studies showing associations between prenatal maternal distress and increased risk for child psychopathology, lifestyle characteristics as well as relevant disease states often are not simultaneously examined.”
  • The paper relies on this without support.

    The effects of race and ethnicity on disease risk and treatment response are well documented.

    “given that the effects of race and ethnicity on disease risk and treatment response are well documented.”
  • The paper relies on this without support.

    Mothers and therefore their fetuses are exposed to a number of factors simultaneously.

    “More likely than not mothers, and therefore their fetuses, are exposed to a number of factors simultaneously.”
  • The paper relies on this without support.

    Prenatal programming happens through adaptations made by the fetus and placenta to maternal distress during a critical window of central nervous system development.

    “A developmental psychopathology perspective, in particular the DOHaD model, frames this body of research as an exposure (maternal distress) at a critical period of central nervous system development; prenatal programming occurs as the fetus (and placenta) makes adaptations to this environmental influence.”
6 of 6

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?

  • Biological cues tied to the pregnant parent's health, lifestyle, nutrition, social circumstances, and mental state, which a co-parent can also influence, help shape the fetal brain.

    “The fetal brain is shaped, in part, by adaptation to biological cues related to the pregnant parent’s well-being, lifestyle, nutritional status, social factors, and mental health (each of which a co-parent can affect).11-15”
  • Parents' psychosocial experiences become embedded in the future child's neurobiology, and parents influence children's neurodevelopment before birth.

    “As DOHaD data demonstrate, parents’ psycho-social experiences are embedded in the future child’s neurobiology. Parents affect children’s neurodevelopment before birth.”
  • Excessive maternal stress is transduced to the fetus through maternal HPA axis hormones, immune activation, and alterations in the maternal-infant microbiome and placental gene expression.

    “Excessive maternal stress is transduced to the fetus through maternal HPA axis hormones, immune activation, and alterations in the maternal-infant microbiome and placental gene expression.13,31,32,42,43”

Cites

Flagged first, then by citations

1 of the 150 references couldn’t be matched to a known paper.

Research works printed but not linked: 1

  1. NIH (Natl. Inst. Mental Health)., 2017, Task Force on Research Specific to Pregnant Women and Lactating Women (PRGLAC)

Cited by

Sorted by citations

Authors
Monk, C., Lugo-Candelas, C., & Trumpff, C.
Affiliations
Columbia University Irving Medical Center (US)
Venue
Annual Review of Clinical Psychology
Published
2019-05-07
Volume
15
Issue
1
Pages
317-344
ISSN
  • 1548-5943 (ISSN-L)
  • 1548-5951
OpenAlex
W2915674157
Cited by
388
References
150
Citations by year
2026: 75 · 2025: 44 · 2024: 68 · 2023: 71 · 2022: 44 · 2021: 44 · 2020: 34 · 2019: 7 · 2012: 1
FWCI
5.27
Type
journal article
Language
en
Open access
Locations
  • Annual Review of Clinical Psychology (publishedVersion)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (acceptedVersion)
  • PubMed Central (acceptedVersion)
Funders
  • National Institutes of Health (UG3OD023316, UG3OD023328)
  • National Institute of Mental Health (T32MH016434, R01MH092580)
  • Eunice Kennedy Shriver National Institute of Child Health and Human Development (R01HD092062)
Topics
  • Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Maternal Mental Health During Pregnancy and Postpartum
  • Health Sciences › Medicine › Pediatrics, Perinatology and Child Health › Birth, Development, and Health
  • Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
Keywords
prenatal development, developmental origins of health and disease, maternal distress, maternal anxiety, maternal depression, maternal stress, child psychopathology, fetal brain development, psychiatric risk, epigenetics
MeSH terms
Psychological Distress, Adult, Anxiety, Mental Disorders, Brain, Child, Child Development, Depression, Female, Humans, Pregnancy, Prenatal Exposure Delayed Effects, Stress, Psychological

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 2026-10-06.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-06.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review