Long-term effects of mental disorders on educational attainment in the National Comorbidity Survey ten-year follow-up
Open accessAbstract
PurposeThe study sought to examine the association of mental disorders with educational attainment in a community sample.MethodsData were from 5001 respondents aged 15–54 in the 1990–1992 National Comorbidity Survey (NCS), re-interviewed in the 2001–2003 NCS follow-up (NCS-2). Discrete-time survival analysis was used to examine the association of disorders present at baseline (NCS) or having first onset after the baseline (assessed in NCS-2) with educational outcomes among 3954 eligible respondents. Mental disorders were categorized into internalizing fear disorders (simple phobia, social phobia, panic disorder with/without agoraphobia and agoraphobia without panic disorder), internalizing anxiety-misery disorders (major depressive disorder, generalized anxiety disorder and post-traumatic stress disorder), externalizing disorders (alcohol and drug use disorders, conduct disorder) and bipolar disorder. Analyses were conducted separately in students and non-students at baseline.ResultsAmong students, baseline bipolar and externalizing disorders, as well as fear, anxiety-misery and externalizing disorders with onset after baseline were associated with lower odds of high school graduation; baseline anxiety-misery disorders with lower odds of going to college; and baseline externalizing disorders and bipolar disorder with onset after baseline with lower odds of college graduation. Among non-students, baseline fear disorders were associated with lower odds of high school graduation and bipolar disorder with lower odds of going to college. Assuming that the regression coefficients represent causal effects, mental disorders accounted for 5.8–11.0 % of high school and 3.2–11.4 % of college non-completion.ConclusionsExpanding access to mental health services for youth might have a net positive societal value by helping to prevent some of these adverse educational outcomes.
AI snapshot
Written from the paper’s full text.
TL;DR
Using prospective National Comorbidity Survey panel data, this study finds modest associations between mental disorders and lower subsequent educational attainment, with effects generally stronger among students than non-students. Assuming causal effects, mental disorders accounted for 5.8–11.0% of high school non-completion and 3.2–11.4% of college non-completion.
Key findings
- Across 48 regression models, 9 coefficients were statistically significant, all showing decreased odds of educational transitions; significant odds ratios ranged from .17 to .61.
- Among students, baseline bipolar and externalizing disorders, and post-baseline fear, anxiety-misery, and externalizing disorders were associated with lower odds of high school graduation; baseline anxiety-misery disorders with lower odds of going to college; and baseline externalizing disorders and post-baseline bipolar disorder with lower odds of college graduation.
- Among non-students, baseline fear disorders were associated with lower odds of high school graduation and baseline bipolar disorder with lower odds of going to college.
- Population attributable risk proportions were 5.8–11.0% for high school non-completion and 3.2–11.4% for college non-completion; the largest were 11.4% for college graduation among students and 11.0% for high school graduation among non-students.
Methods
- Data came from 5,001 respondents aged 15–54 in the 1990–1992 National Comorbidity Survey re-interviewed in the 2001–2003 NCS follow-up; analyses used 3,954 eligible respondents and weighted data.
- Mental disorders were grouped into internalizing fear, internalizing anxiety-misery, externalizing, and bipolar disorder categories, assessed at baseline and for first onset after baseline; outcomes were high school graduation, going to college, and college graduation, analyzed separately among students and non-students at baseline.
- Discrete-time survival analysis with sociodemographic controls and childhood adversities was used, with Taylor series methods in SUDAAN and simulation-based population attributable risk proportions.
Limitations
- The paper states that individual disorder samples were too small, requiring disorder grouping and producing large confidence intervals for some odds ratios; results need replication in larger samples.
- The paper states that disorders assessed were incomplete—excluding psychotic disorders, ADHD, personality disorders, and subthreshold disorders—so the estimated effect is likely an underestimate, and residual confounding limits causal inference.
- The paper also notes no assessment of student performance or GPA and that education was measured as completed years of schooling rather than level achieved; the text makes evident that causal interpretation depends on the assumption that survival regression coefficients represent causal effects.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
0 of 44 cited sources checked · 0 supported · 0 flagged
- Findingown data
Among T1 non-students, baseline bipolar disorder was associated with lower odds of going to college.
“bipolar disorder with lower odds of going to college”
- Also stated in: § Associations of mental disorders with educational attainment · plain
“T1 lifetime bipolar disorder was associated with lower odds of going to college”
Quote in the paperSubstantial claim - Also stated in: § Associations of mental disorders with educational attainment · plain
- Findingown data
The associations of T1 lifetime disorders with educational outcomes were for the most part not affected by controlling for childhood adversities.
“The associations of T1 lifetime disorders with educational outcomes were for the most part not affected by controlling for childhood adversities.”
Quote in the paperSubstantial claim - Findingown data
Childhood adversities were not associated with educational outcomes at a statistically significant level in any of the models.
“Furthermore, childhood adversities were not associated with educational outcomes at a statistically significant level in any of the models (data not shown).”
Quote in the paperNot a substantial claim - Findingown data
In the model adjusting for all disorder groups, the association of lifetime anxiety-misery disorders with high school graduation was significantly larger than one (AOR=1.97, 95% CI=1.14-3.38).
“Similarly, in the model adjusting for all disorder groups, the association of lifetime anxiety-misery disorders with high school graduation was significantly larger than one (AOR=1.97, 95% CI=1.14–3.38)”
Quote in the paperNot a substantial claim - Findingown data
Among T1 non-students, baseline fear disorders were associated with lower odds of high school graduation.
“Among non-students, baseline fear disorders were associated with lower odds of high school graduation”
- Also stated in: § Associations of mental disorders with educational attainment · plain
“while T1 lifetime fear disorders were associated with lower odds of graduating from high school”
Quote in the paperSubstantial claim - Also stated in: § Associations of mental disorders with educational attainment · plain
- Findingown data
Among T1 students, fear, anxiety-misery, and externalizing disorders with onset after baseline were associated with lower odds of high school graduation.
“fear, anxiety-misery and externalizing disorders with onset after baseline were associated with lower odds of high school graduation”
Quote in the paperSubstantial claim - Findingown data
Among T1 students, baseline (T1 lifetime) bipolar disorder and externalizing disorders were associated with lower odds of high school graduation.
“among T1 lifetime disorders, bipolar disorder and externalizing disorders were associated with lower odds of graduating from high school in students”
Quote in the paperSubstantial claim - Findingown data
The number of fear disorders was associated with lower odds of going to college among T1 non-students even after adjusting for the binary variable indicating any fear disorders (AOR=.65, 95% CI=.48-.88).
“The number of fear disorders in this model was associated with lower odds of going to college even after adjusting for the binary variable indicating any fear disorders (AOR=.65, 95% CI=.48–.88).”
Quote in the paperNot a substantial claim - Findingown data
Among T1 students, bipolar disorder with onset after baseline was associated with lower odds of college graduation.
“only bipolar disorder with first onset after T1 was associated with the lower odds of graduating from college among students”
Quote in the paperSubstantial claim - Findingown data
Among T1 students, baseline externalizing disorders were associated with lower odds of college graduation.
“T1 lifetime externalizing disorders with lower odds of graduating from college”
Quote in the paperSubstantial claim - Findingown data
Among T1 students, baseline anxiety-misery disorders were associated with lower odds of going to college.
“baseline anxiety-misery disorders with lower odds of going to college”
- Also stated in: § Associations of mental disorders with educational attainment · plain
“lifetime anxiety-misery disorders at T1 were associated with the lower odds of going to college”
Quote in the paperSubstantial claim - Also stated in: § Associations of mental disorders with educational attainment · plain
- Findingown data
The association of mental disorders with educational transitions appeared to be generally larger among respondents who were students at T1, especially high school students, and who were typically younger.
“It is also notable that the association of mental disorders with educational transitions appeared to be generally larger among respondents who were students at T1, especially high school students, and who participants who were typically younger.”
Quote in the paperSubstantial claim - Findingcitation
The PARP estimates obtained in this study are in line with those for a similar range of mental disorders in a study based on data from 9 of the countries participating in the World Mental Health (WMH) survey.
“Despite the fact that the associations found here are weaker than in previous NCS analyses, the PARP estimates obtained here are in line with those for a similar range of mental disorders in a study based on data from 9 of the countries participating in the World Mental Health (WMH) survey [10]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] Lee S, Tsang A, Breslau J, Aguilar-Gaxiola S, Angermeyer M, Borges G, Bromet E, Bruffaerts R, de Girolamo G, Fayyad J, Gureje O, Haro JM, Kawakami N, Levinson D, Oakley Browne MA, Ormel J, Posada-Villa J, Williams DR, Kessler RC (2009) Mental disorders and termination of education in high-income and low- and middle-income countries: epidemiological study. Br J Psychiatry 194(5):411–417 source
Not checked in the free run.
- Findingreasoning
The associations between mental disorders and educational attainment found in this study are smaller than those obtained in previous analyses of the cross-sectional NCS data.
“The associations found in this study are smaller than those obtained in previous analyses of the cross-sectional NCS data [14].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [14] Kessler RC, Foster CL, Saunders WB, Stang PE (1995) Social consequences of psychiatric disorders, I: educational attainment. Am J Psychiatry 152(7):1026–1032 source
Not checked in the free run.
- Findingown data
The study found different patterns of associations with educational outcomes for mental disorders assessed retrospectively at T2 compared to T1 lifetime disorders.
“We found different patterns of associations with educational outcomes for mental disorders assessed retrospectively at T2 compared to T1 lifetime disorders.”
Quote in the paperSubstantial claim - Findingown data
No groups of disorders were consistently associated with transitions across all levels of education.
“Furthermore, no groups of disorders were consistently associated with transitions across all levels of education.”
Quote in the paperSubstantial claim - Findingown data
Bipolar disorder appeared to be associated with educational transitions across all education levels.
“In contrast, bipolar disorder appeared to be associated with educational transitions across all education levels.”
Quote in the paperNot a substantial claim - Findingown data
The associations with education were not limited to the internalizing anxiety-misery category of disorders.
“However, the associations with education were not limited to this category of disorders.”
Quote in the paperSubstantial claim - Findingown data
Fear disorders appeared to be significantly associated only with graduation from high school.
“Fear disorders, for example, appeared to be significantly associated only with graduation from high school.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Removing the effect of mental disorders on college entry would result in 313,000 more current students entering college.
“Removing the effect of mental disorders on college entry and graduation would similarly result in 313,000 more current students entering college, and more than 850,000 current college students finishing college.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The survival regression coefficients accurately represent causal effects of mental disorders.
- Interpretationreasoning
If all mental disorders could be prevented or treated so that they would not impact educational attainment, 11% more of those who have experienced a gap in education before graduating from high school would go on to later graduate from high school.
“or that 11% more of those who have experienced a gap in education before graduating from high school would go on to later graduate from high school.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The survival regression coefficients accurately represent causal effects of mental disorders.
- Interpretationown data
If all mental disorders could be prevented or treated so that they would not impact educational attainment, 11.4% more of current college students would graduate from college within 10 years.
“These estimates suggest that if all mental disorders could be prevented or treated so that they would not impact educational attainment, 11.4% more of current college students would graduate from college within 10 years”
Quote in the paperSubstantial claim- The authors state this as an assumption: The survival regression coefficients accurately represent causal effects of mental disorders.
- Interpretationown data
Lifetime anxiety-misery disorders may enhance high school graduation when other disorder groups are simultaneously taken into account.
“suggesting that these disorders may enhance high school graduation when other disorder groups are simultaneously taken into account.”
Quote in the paperSubstantial claim - Study design and conductown data
The number of individuals in the samples for each individual mental disorder was quite small, resulting in unreliable estimates of the associations between individual NCS disorders and subsequent educational transitions.
“The number of individuals in the samples for each of the individual mental disorders was quite small, resulting in unreliable estimates of the associations between individual NCS disorders and subsequent educational transitions.”
Quote in the paperSubstantial claim - Interpretationreasoning
Among non-students with less than high school education, removing the effect of mental disorders will result in 555,000 more individuals earning a high school degree or equivalent in future years.
“Among the non-students with less than high school education, removing the effect of mental disorders will result in 555,000 more individuals earning a high school degree or equivalent in future years.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The survival regression coefficients accurately represent causal effects of mental disorders.
- Interpretationreasoning
A PARP of 5.84 translates into over 698,000 more individuals graduating from high school if the effects of mental disorders can be fully removed or prevented.
“a PARP of 5.84 translates into over 698,000 more individuals graduating from high school if the effects of mental disorders can be fully removed or prevented.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The survival regression coefficients accurately represent causal effects of mental disorders.
- Interpretationreasoning
Removing the effect of mental disorders on college graduation would result in more than 850,000 current college students finishing college.
“Removing the effect of mental disorders on college entry and graduation would similarly result in 313,000 more current students entering college, and more than 850,000 current college students finishing college.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The survival regression coefficients accurately represent causal effects of mental disorders.
- Study design and conductcitation
A non-response adjustment weight corrected for differences between NCS-2 respondents and other baseline NCS respondents.
“A non-response adjustment weight corrected for these differences [25].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [25] Rubin DB (2010) Propensity score methods. Am J Ophthalmol 149(1):7–9 source
Not checked in the free run.
- Premisecitation
Results of prior studies on associations of child and adolescent mental disorders with subsequent educational attainment have been inconsistent.
“Results have been inconsistent, with the majority of studies, but not all [9], finding significant gross associations of childhood and adolescent mental disorders with low levels of educational attainment and some finding that significant gross associations are explained by childhood adversities that preceded onset of the disorders [11,22].”
Quote in the paperSubstantial claim0 of 10 sources checked- cites [7] Fletcher JM (2008) Adolescent depression: diagnosis, treatment, and educational attainment. Health Econ 17(11):1215–1235 source
Not checked in the free run.
- cites [8] Fletcher JM (2010) Adolescent depression and educational attainment: results using sibling fixed effects. Health Econ 19(7):855–871 source
Not checked in the free run.
- cites [9] Johnson JG, Cohen P, Dohrenwend BP, Link BG, Brook JS (1999) A longitudinal investigation of social causation and social selection processes involved in the association between socioeconomic status and psychiatric disorders. J Abnorm Psychol 108(3):490–499 source
Not checked in the free run.
- cites [10] Lee S, Tsang A, Breslau J, Aguilar-Gaxiola S, Angermeyer M, Borges G, Bromet E, Bruffaerts R, de Girolamo G, Fayyad J, Gureje O, Haro JM, Kawakami N, Levinson D, Oakley Browne MA, Ormel J, Posada-Villa J, Williams DR, Kessler RC (2009) Mental disorders and termination of education in high-income and low- and middle-income countries: epidemiological study. Br J Psychiatry 194(5):411–417 source
Not checked in the free run.
- cites [11] Miech RA, Caspi A, Moffitt TE, Wright BRE, Silva PA (1999) Low socioeconomic status and mental disorders: a longitudinal study of selection and causation during young adulthood 1. Am J Sociol 104(4):1096–1131 source
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- cites [12] Breslau J, Lane M, Sampson N, Kessler RC (2008) Mental disorders and subsequent educational attainment in a US national sample. J Psychiatr Res 42(9):708–716 source
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- cites [13] Breslau J, Miller E, Jin R, Sampson NA, Alonso J, Andrade LH, Bromet EJ, de Girolamo G, Demyttenaere K, Fayyad J, Fukao A, Galaon M, Gureje O, He Y, Hinkov HR, Hu C, Kovess-Masfety V, Matschinger H, Medina-Mora ME, Ormel J, Posada-Villa J, Sagar R, Scott KM, Kessler RC (2011) A multinational study of mental disorders, marriage, and divorce. Acta Psychiatr Scand 124:474–486 source
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- cites [14] Kessler RC, Foster CL, Saunders WB, Stang PE (1995) Social consequences of psychiatric disorders, I: educational attainment. Am J Psychiatry 152(7):1026–1032 source
Not checked in the free run.
- cites [15] Woodward LJ, Fergusson DM (2001) Life course outcomes of young people with anxiety disorders in adolescence. J Am Acad Child Adolesc Psychiatry 40(9):1086–1093 source
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- cites [16] Freudenberg N, Ruglis J (2007) Reframing school dropout as a public health issue. Prevent Chron Dis 4:A107
Not checked in the free run.
- Premisecitation
Many lifetime fear disorders in NCS had very early ages of onset.
“Many lifetime fear disorders in NCS had very early ages of onset [40]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [40] Magee WJ, Eaton WW, Wittchen H-U, McGonagle KA, Kessler RC (1996) Agoraphobia, simple phobia, and social phobia in the National Comorbidity Survey. Arch Gen Psychiatry 53(2):159–168 source
Not checked in the free run.
- Study design and conductnone given
Assessment of educational attainment was based on reports of the number of completed years of schooling, not the level achieved.
“Finally, assessment of educational attainment was based on reports of the number of completed years of schooling, not the level achieved.”
Quote in the paperNot a substantial claim - Interpretationown data
The effects of mental disorders on educational attainment appear to be more marked in younger age groups.
“Thus, the effects of mental disorders on educational attainment appear to be more marked in the younger age groups.”
Quote in the paperSubstantial claim - Interpretationreasoning
The similarities between the present study's findings and those of the WMH study point to modest but consistent associations between mental disorders and subsequent educational attainment across many countries.
“The similarities among these findings with those in the present study are more remarkable than the discrepancies and point to the existence of modest but consistent associations between mental disorders and subsequent educational attainment across many countries.”
Quote in the paperSubstantial claim - Study design and conductown data
The study did not assess student performance or grade point averages.
“Fourth, we did not assess student performance or grade point averages”
Quote in the paperSubstantial claim - Interpretationreasoning
Retrospective reporting bias might have inflated the earlier NCS results.
“Retrospective reporting bias might have inflated the earlier NCS results.”
Quote in the paperNot a substantial claim - Study design and conductcitation
The study did not examine the impact of subthreshold disorders that may be associated with significant morbidity and impairment in functioning including academic functioning.
“We also did not examine the impact of subthreshold disorders that may be associated with significant morbidity and impairment in functioning including academic functioning [41–43].”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [41] Fergusson DM, Horwood LJ, Ridder EM, Beautrais AL (2005) Subthreshold depression in adolescence and mental health outcomes in adulthood. Arch Gen Psychiatry 62(1):66–72 source
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- cites [42] Kadesjö B, Gillberg C (2001) The comorbidity of ADHD in the general population of Swedish school-age children. J Child Psychol Psychiatry 42(04):487–492 source
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- cites [43] Lewinsohn PM, Solomon A, Seeley JR, Zeiss A (2000) Clinical implications of” subthreshold” depressive symptoms. J Abnorm Psychol 109(2):345 source
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- Study design and conductreasoning
Due to the minimum age of NCS respondents (15 years) and mandatory educational rules in the US, the study could not assess the impact of mental disorders on non-completion of primary education.
“However, due to the minimum age of NCS respondents (15 years) and the mandatory educational rules in the US we could not assess the impact of mental disorders on non-completion of primary education”
Quote in the paperNot a substantial claim - Interpretationreasoning
The estimate of the effect of mental disorders on educational outcomes is likely an underestimate of the total effect of all mental health morbidities.
“Thus, our estimate of the effect of mental disorders on educational outcomes is likely an underestimate of the total effect of all mental health morbidities.”
Quote in the paperSubstantial claim- Rests on an assumption: Psychotic disorders, attention-deficit/hyperactivity disorder, and personality disorders likely impact educational attainment.
- Study design and conductreasoning
Although the analyses adjusted for socio-demographic and childhood adversities, the possibility of residual confounding by unmeasured or imperfectly measured variables limits causal inference.
“Third, although the analyses adjusted for socio-demographic and childhood adversities, the possibility of residual confounding by unmeasured or imperfectly measured variables limits causal inference.”
Quote in the paperNot a substantial claim- Rests on an assumption: Social adversities besides those measured in NCS, childhood physical health conditions, and socio-economic status not captured by the breadwinner’s education may influence both the risk of mental disorders and educational outcomes.
- Study design and conductown data
The NCS panel had inadequate statistical power to assess whether age-of-onset moderates the association of mental disorders with educational and other social outcomes.
“a possibility that we could not assess in NCS panel due to inadequate statistical power.”
Quote in the paperNot a substantial claim - Interpretationown data
In the context of these limitations, the findings highlight potentially significant associations between mental disorders and educational attainment.
“In the context of these limitations, the findings highlight potentially significant associations between mental disorders and educational attainment.”
Quote in the paperSubstantial claim
- The quote only partly states this claim. 1
- May combine two claims. 13
- Classified as probably not a substantial claim. 27
The quote only partly states this claim.
Findingown dataIn the model adjusting for all disorder groups, the adjusted odds ratio for the association of bipolar disorder with high school graduation among T1 students was significantly larger than one (AOR=6.75, 95% CI=1.09-41.83).
“However, the adjusted odds ratios for the association of bipolar disorder with high school graduation among T1 students was significantly larger than one (AOR=6.75, 95% CI=1.09–41.83).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAssuming that the regression coefficients represent causal effects, mental disorders accounted for 5.8-11.0% of high school non-completion and 3.2-11.4% of college non-completion.
“Assuming that the regression coefficients represent causal effects, mental disorders accounted for 5.8–11.0% of high school and 3.2–11.4% of college non-completion.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The survival regression coefficients accurately represent causal effects of mental disorders.
May combine two claims.
Findingown dataThe largest PARPs were for graduating from college (11.4%) among T1 students and for graduating from high school among T1 non-students (11.0%).
“The largest PARPs were for graduating from college (11.4%) among T1 students and for graduating from high school among T1 non-students (11.0%).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataSocial phobia was the most common disorder in the fear disorders category.
“Social phobia was the most common disorder in this category.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataSeven of the 9 statistically significant associations in Table 2 were in the student group even though the non-student subsamples were larger in size.
“Seven of the 9 statistically significant associations in Table 2 were in the student group even though the non-student subsamples were larger in size.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataDepression was the most common disorder in the category of internalizing anxiety-misery disorders in the present study.
“which was the most common disorder in the category of internalizing anxiety-misery disorders in the present study.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenAlcohol disorders were the most common disorders in the externalizing category.
“with alcohol disorders being the most common disorders in this category”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe conditional response rate for NCS-2 was 87.6%.
“A total of 5,463 cases were successfully resolved (166 deceased, 5,001 re-interviewed), for a conditional response rate of 87.6%.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe Part II sample was weighted to adjust for differential probabilities of selection and for discrepancies between the sample and the Census population on a wide range of socio-demographic and geographic variables.
“The Part II sample was weighted to adjust for differential probabilities of selection and for discrepancies between the sample and the Census population on a wide range of socio-demographic and geographic variables.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationBlinded clinical reappraisal interviews documented generally good concordance between diagnoses based on the CIDI and independent diagnoses based on blinded clinical reappraisal interviews.
“Blinded clinical reappraisal interviews administered to a probability sub-sample of respondents using the Structured Clinical Interview for DSM-III-R [30] in the NCS and the Structured Clinical Interview for DSM-IV (SCID) [31] in the NCS-2 documented generally good concordance between diagnoses based on the CIDI and independent diagnoses based on blinded clinical reappraisal interviews [32,33].”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [32] Kessler RC, Wittchen HU, Abelson JM, Mcgonagle K, Schwarz N, Kendler KS, Knäuper B, Zhao S (1998) Methodological studies of the Composite International Diagnostic Interview (CIDI) in the US national comorbidity survey (NCS). Int J Methods Psychiatr Res 7(1):33–55 source
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- cites [33] Haro JM, Arbabzadeh-Bouchez S, Brugha TS, de Girolamo G, Guyer ME, Jin R, Lepine JP, Mazzi F, Reneses B, Vilagut G, Sampson NA, Kessler RC (2006) Concordance of the Composite International Diagnostic Interview Version 3.0 (CIDI 3.0) with standardized clinical assessments in the WHO World Mental Health surveys. Int J Methods Psychiatr Res 15(4):167–180 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe baseline NCS response rate was 82.4%.
“The response rate was 82.4%.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThe percentage of baseline respondents interviewed in both surveys was 72.2%.
“The percentage of baseline respondents interviewed in both surveys was 72.2% (0.876 × 0.824).”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataNCS-2 respondents were significantly more likely to be female, well-educated, and residents of rural areas than other baseline NCS respondents.
“Relative to other baseline NCS respondents, those who were successfully followed up and re-interviewed in NCS-2 were significantly more likely to be female, well-educated, and residents of rural areas.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductreasoningAnalyses were based on weighted data.
“Analyses are based on these weighted data.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMuch of the past research on the impact of mental disorders on educational attainment has focused on depression.
“Much of the past research on the impact of mental disorders on educational attainment has focused on depression [38,22,7,8,21]”
Quote in the paperNot a substantial claim0 of 5 sources checked- cites [38] Eisenberg D, Chung H (2012) Adequacy of depression treatment among college students in the United States. Gen Hosp Psychiatry 34(3):213–220 source
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- cites [22] Fergusson DM, Woodward LJ (2002) Mental health, educational, and social role outcomes of adolescents with depression. Arch Gen Psychiatry 59(3):225 source
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- cites [7] Fletcher JM (2008) Adolescent depression: diagnosis, treatment, and educational attainment. Health Econ 17(11):1215–1235 source
Not checked in the free run.
- cites [8] Fletcher JM (2010) Adolescent depression and educational attainment: results using sibling fixed effects. Health Econ 19(7):855–871 source
Not checked in the free run.
- cites [21] Jonsson U, Goodman A, von Knorring A-L, von Knorring L, Koupil I (2012) School performance and hospital admission due to unipolar depression: a three-generational study of social causation and social selection. Soc Psychiatry Psychiatr Epidemiol 47(10):1695–1706 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenYears of schooling is not a perfect measure of educational attainment because some individuals may have been held back in the same level for 1 year or longer.
“Years of schooling is not a perfect measure of educational attainment as some individual may have been held back in the same level for 1 year or longer.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductnone givenThe mental disorders assessed in the NCS were incomplete and did not include psychotic disorders, attention-deficit/hyperactivity disorder, or personality disorders.
“Second, the mental disorders assessed in the NCS were incomplete and did not include psychotic disorders, attention-deficit/hyperactivity disorder, or personality disorders”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductreasoningThe study had a longitudinal design with excellent follow-up.
“This study had several strengths including a relatively large sample size, longitudinal design with excellent follow-up, and the use of structured interview instruments at two time points.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationEven where resources are available, many students do not access them because of stigma, low mental health literacy or because of not knowing about available resources.
“Even where these resources are available, many students do not access them because of stigma, low mental health literacy or because of not knowing about available resources [53].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [53] Eisenberg D, Golberstein E, Gollust SE (2007) Help-seeking and access to mental health care in a university student population. Med Care 45(7):594–601 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe study had a relatively large sample size.
“This study had several strengths including a relatively large sample size, longitudinal design with excellent follow-up, and the use of structured interview instruments at two time points.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningThe finding with regard to disorders other than externalizing disorders perhaps highlights the greater ability of older students to cope with the effects of mental illness.
“the finding with regard to other disorders perhaps highlights the greater ability of older students to cope with the effects of mental illness.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationPoor educational performance is a major contributor to school drop-out as well as a risk factor for mental disorders.
“poor educational performance is a major contributor to school drop-out as well as a risk factor for mental disorders [44,45].”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [44] Chassin L (1984) Adolescent substance use and abuse. Adv Child Behav Anal Ther 3:99–152
Not checked in the free run.
- cites [45] Rosenberg M, Schooler C, Schoenbach C (1989) Self-esteem and adolescent problems: modeling reciprocal effects. Am Sociol Rev 54:1004–1018 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe study used structured interview instruments at two time points.
“This study had several strengths including a relatively large sample size, longitudinal design with excellent follow-up, and the use of structured interview instruments at two time points.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataDespite the large sample size, the number of respondents with individual mental disorders was too small to provide reliable estimates, requiring the study to combine individual disorders into groups.
“First, despite the large sample size of the study, the number of respondents with individual mental disorders was too small to provide reliable estimates, requiring us to combine individual disorders into groups.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationnone givenStudent performance and grade point averages could have been affected by mental disorders.
“both of which could have been affected by mental disorders”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationIn the WMH study, PARP estimates ranged from 0 to 11.37 for non-completion of high school, −0.05 to 4.65 for non-entry into college, and 0 to 2.64 for non-completion of college.
“in which PARP estimates ranged from 0 to 11.37 for non-completion of high school, −0.05 to 4.65 for non-entry into college, and 0 to 2.64 for non-completion of college [10]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] Lee S, Tsang A, Breslau J, Aguilar-Gaxiola S, Angermeyer M, Borges G, Bromet E, Bruffaerts R, de Girolamo G, Fayyad J, Gureje O, Haro JM, Kawakami N, Levinson D, Oakley Browne MA, Ormel J, Posada-Villa J, Williams DR, Kessler RC (2009) Mental disorders and termination of education in high-income and low- and middle-income countries: epidemiological study. Br J Psychiatry 194(5):411–417 source
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationPreviously published cross-sectional analyses of the baseline NCS concluded that lifetime mental disorders account for 14.2% of high school drop-out and 4.7% of college drop-out in the US.
“Previously published cross-sectional analyses of the baseline NCS used retrospective age-of-onset reports to estimate associations of lifetime mental disorders with subsequent educational attainment, concluding that these disorders account for 14.2% of high school drop-out and 4.7% of college drop-out in the US [14].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [14] Kessler RC, Foster CL, Saunders WB, Stang PE (1995) Social consequences of psychiatric disorders, I: educational attainment. Am J Psychiatry 152(7):1026–1032 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe excellent follow-up rate was made possible by the use of exhaustive tracing procedures developed by SRC over the years in conjunction with their landmark long-term panel surveys.
“The excellent follow-up rate was made possible by the use of exhaustive tracing procedures developed by SRC over the years in conjunction with their landmark long-term panel surveys (e.g., Panel Study of Income Dynamics, the Health and Retirement Study).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationTreatment of mental health conditions in children and adolescents has increased in the years since early 2000s when the NCS-2 was conducted.
“Treatment of mental health conditions in children and adolescents has increased in the years since early 2000s when the NCS-2 was conducted [56].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [56] Olfson M, Blanco C, Wang S, Laje G, Correll CU (2014) National trends in the mental health care of children, adolescents, and adults by office-based physicians. JAMA Psychiatry 71(1):81–90 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationResearch on treatment and prevention programs for child and adolescent mental disorders has produced promising results regarding the impact on education.
“Research on treatment and prevention programs for child and adolescent mental disorders has produced promising results regarding the impact on education [46–51].”
Quote in the paperNot a substantial claim0 of 6 sources checked- cites [46] Sinclair MF, Christenson SL, Elevo DL, Hurley CM (1998) Dropout prevention for youth with disabilities: efficacy of a sustained school engagement procedure. Except Child 65:7–21 source
Not checked in the free run.
- cites [47] Balfanz R, Herzog L, Mac Iver DJ (2007) Preventing student disengagement and keeping students on the graduation path in urban middle-grades schools: early identification and effective interventions. Educ Psychol 42(4):223–235 source
Not checked in the free run.
- cites [48] Hawken LS, Horner RH (2003) Evaluation of a targeted intervention within a schoolwide system of behavior support. J Behav Educ 12(3):225–240 source
Not checked in the free run.
- cites [49] Prevatt F, Kelly FD (2003) Dropping out of school: a review of intervention programs. J Sch Psychol 41(5):377–395 source
Not checked in the free run.
- cites [50] Wilson SJ, Tanner-Smith EE, Lipsey MW, Steinka-Fry K, Morrison J (2011) Dropout prevention and intervention programs: effects on school completion and dropout among school-aged children and youth. campbell systematic reviews. http://files.eric.ed.gov/fulltext/ED519121.pdf source
Not checked in the free run.
- cites [51] Chung H, Klein MC, Silverman D, Corson-Rikert J, Davidson E, Ellis P, Kasnakian C (2011) A pilot for improving depression care on college campuses: results of the College Breakthrough Series-Depression (CBS-D) Project. J Am Coll Health 59(7):628–639 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThere is a large unmet need for mental health care among both high school and college students.
“As a result, there is a large unmet need for mental health care among both high school and college students [38,54,55].”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [38] Eisenberg D, Chung H (2012) Adequacy of depression treatment among college students in the United States. Gen Hosp Psychiatry 34(3):213–220 source
Not checked in the free run.
- cites [54] Hunt J, Eisenberg D (2010) Mental health problems and help-seeking behavior among college students. J Adolesc Health 46(1):3–10 source
Not checked in the free run.
- cites [55] Said D, Kypri K, Bowman J (2013) Risk factors for mental disorder among university students in Australia: findings from a web-based cross-sectional survey. Soc Psychiatry Psychiatr Epidemiol 48(6):935–944 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationMany schools lack adequate resources to effectively identify youth at risk or means to implement evidence-based prevention and treatment programs.
“However, many schools lack adequate resources to effectively identify youth at risk or means to implement evidence-based prevention and treatment programs [52].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [52] Langley AK, Nadeem E, Kataoka SH, Stein BD, Jaycox LH (2010) Evidence-based mental health programs in schools: barriers and facilitators of successful implementation. Sch Mental Health 2(3):105–113 source
Not checked in the free run.
May combine two claims.
Study design and conductown dataEven after aggregating disorders into groups, samples for some groups were rather small for the analyses, resulting in very large confidence intervals for some of the odds ratios.
“Even after aggregating disorders in groups, samples for some groups were rather small for the analyses, resulting in very large confidence intervals for the some of the odds ratios.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe WMH study found very large associations for substance disorders with non-completion of primary education.
“an outcome for which the WMH study found very large associations for substance disorders.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe discrepancy between T2 retrospective and T1 lifetime disorder associations might reflect recall bias.
“This discrepancy might reflect recall bias.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSocial and economic changes in the past decade, and especially the economic crisis of 2007, likely impacted financial access to education.
“Social and economic changes in the past decade, and especially the economic crisis of 2007 all likely impacted financial access to education [58,59].”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [58] Pan W, Ost B (2014) The impact of parental layoff on higher education investment. Econ Educ Rev 42:53–63 source
Not checked in the free run.
- cites [59] Greenglass E, Antonides G, Christandl F, Foster G, Katter JK, Kaufman BE, Lea SE (2014) The financial crisis and its effects: perspectives from economics and psychology. J Behav Exp Econ 50:10–12 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationA 2010 study by Heckman and Lafontaine found a steady decline in the high school graduation rates in the US since 1970s.
“Yet, a 2010 study by Heckman and Lafontaine found a steady decline in the high school graduation rates in the US since 1970s [57].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [57] Heckman JJ, LaFontaine PA (2010) The American high school graduation rate: trends and levels. Rev Econ Stat 92(2):244–262 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationOther social and institutional factors such as the quality of school programs and the ability of these programs to meet student needs have been shown to be associated with school completion.
“Other social and institutional factors such as the quality of school programs and the ability of these programs to meet the student needs have also been shown to be associated with school completion [60]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [60] Rumberger R, Lim SA (2008) Why students drop out of school: a review of 25 years of research. Santa Barbara, CA: California Dropout Research Project. http://cdrp.ucsb.edu/dropouts/pubs_reports.htm
Not checked in the free run.
The authors state this as an assumption.
The survival regression coefficients accurately represent causal effects of mental disorders.
“based on the assumption that the survival regression coefficients accurately represent causal effects of these disorders.”
“Assuming that the regression coefficients represent causal effects”
The paper relies on this without support.
The associations of mental disorders with return to schooling among individuals who experienced a disruption in education have not been examined previously.
“The associations of mental disorders with return to schooling among individuals who experienced a disruption in education have not been examined previously.”
The paper relies on this without support.
Psychotic disorders, attention-deficit/hyperactivity disorder, and personality disorders likely impact educational attainment.
“which likely impact educational attainment.”
The paper relies on this without support.
Social adversities besides those measured in NCS, childhood physical health conditions, and socio-economic status not captured by the breadwinner’s education may influence both the risk of mental disorders and educational outcomes.
“For example, social adversities besides the ones measured in NCS, childhood physical health conditions and socio-economic status not captured by the breadwinner’s education may all influence both the risk of mental disorders as well as educational outcomes.”
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?
Mental disorders are associated with lower employment in adulthood.
“More broadly, mental disorders are associated with lower employment in adulthood (Mojtabai et al., 2015).”
From Severe role impairment associated with mental disorders: Results of the WHO World Mental Health Surveys International College Student Project (2018) · cites this paper as Mojtabai et al., 2015
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Abstract adds a post-baseline disorder association not reported in Results
MinorThe abstract says externalizing disorders with onset after baseline were associated with lower odds of high school graduation among students. The detailed Results identify only fear and anxiety-misery disorders with onset after baseline for that outcome.
“Among students, baseline bipolar and externalizing disorders, and fear, anxiety-misery and externalizing disorders with onset after baseline were associated with lower odds of high school graduation;”
“whereas, among disorders with first onsets after T1, fear and anxiety-misery disorders were the disorders associated with this outcome.”
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Flagged first, then by citations
Research works printed but not linked: 2
- First MB, Spitzer, RL, Gibbon M, Williams JBW (2002) Structured Clinical Interview for DSM-IV Axis I Disorders, Research Version, Non-patient Edition (SCID-I/NP). Biometrics Research, New York State Psychiatric Institute: New York
- Research Triangle Institute (2004) SUDAAN Professional Software for Survey Data Analysis, 9.0. Research Triangle Institute, NC
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“The initial round of WMH-ICS surveys was administered in a convenience sample of 19 colleges and universities (henceforth referred to as “colleges”) in eight mostly high-income countries (Australia, Belgium, Germany, Mexico, Northern Ireland, South Africa, Spain, and United States).”
InfluentialSelf-citationThe prevalence of suicidal thoughts and behaviours among college students: a meta-analysis
Mortier, P., Cuijpers, P., Kiekens, G., Auerbach, R. P., Demyttenaere, K., Green, J. G., Kessler, R. C., Nock, M. K., & Bruffaerts, R. (2018) · Psychological Medicine · doi:10.1017/s0033291717002215 · Cited by 572 · see citing works
Self-citationPreventive psychiatry: a blueprint for improving the mental health of young people
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Prevalence and stability of mental disorders among young adults: findings from a longitudinal study
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Self-citationClimate Change and Children’s Mental Health: A Developmental Perspective
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Time trends and disparities in anxiety among adolescents, 2012–2018
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Mortier, P., Auerbach, R. P., Alonso, J., Axinn, W. G., Cuijpers, P. J., Ebert, D. D., Green, J. G., Hwang, I. H., Kessler, R. C., Liu, H., et al. (2018) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-018-1481-6 · Cited by 136 · see citing works
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Multidimensional impact of severe mental illness on family members: systematic review
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Altwaijri, Y. A., Al‐Subaie, A. S., Alhabeeb, A. A., Bilal, L., Al‐Desouki, M., Aradati, M., King, A. J., Sampson, N. A., & Kessler, R. C. (2020) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1836 · Cited by 119 · see citing works
Self-citationHakulinen, C., Musliner, K. L., & Agerbo, E. (2019) · Depression and Anxiety · doi:10.1002/da.22956 · Cited by 108 · see citing works
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Mental health in distance learning: a taxonomy of barriers and enablers to student mental wellbeing
Lister, K., Seale, J., & Douce, C. (2021) · Open Learning The Journal of Open Distance and e-Learning · doi:10.1080/02680513.2021.1899907 · Cited by 109 · see citing works
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School Experiences of Siblings of Children with Chronic Illness: A Systematic Literature Review
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Mental health stigma and communication and their intersections with education
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Alonso, J., Vilagut, G., Mortier, P., Auerbach, R. P., Bruffaerts, R., Cuijpers, P., Demyttenaere, K., Ebert, D. D., Ennis, E., Gutiérrez‐García, R. A., et al. (2019) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1750 · Cited by 79 · see citing works
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Self-citationAnxiety Disorders Among Children and Adolescents
Chiu, A. W., Falk, A. E., & Walkup, J. T. (2016) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.20150029 · Cited by 73 · see citing works
MINDFULNESS-BASED COGNITIVE THERAPY FOR CHILDREN
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The Effect of Direct and Vicarious Police Contact on the Educational Achievement of Urban Teens
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Student Engagement and School Dropout: Theories, Evidence, and Future Directions
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Depression Risk in Young Adults With Juvenile‐ and Adult‐Onset Lupus: Twelve Years of Followup
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Psychopathology and self-harm among incoming first-year students in six Mexican universities
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Lifetime prevalence and treatment of mental disorders in Saudi youth and adolescents
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Can less be more? Open trial of a stepped care approach for child and adolescent anxiety disorders
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Self-Employment for People with Psychiatric Disabilities: Advantages and Strategies
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The Role of TikTok in Students’ Health and Wellbeing
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Associations between health behaviors and mental health in Australian nursing students
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A neuroimaging-based precision medicine framework for depression
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Nonremission and time to remission among remitters in major depressive disorder: Revisiting STAR*D
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Self-citationPerceived Marital Support and Incident Mental Illness: Evidence from the National Comorbidity Survey
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Psychological Symptoms and Academic Dropout in Higher Education: A Six-Year Cohort Study
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Psychometric Properties of the Persian Version of Patient Health Questionnaire-9
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Participatory digital approaches to embedding student wellbeing in higher education
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Community Participation Differences Between Adults With or Without Serious Mental Illness
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“These challenges demand urgent public health attention, given their profound ripple effects on psychosocial outcomes, including educational attainment, employment stability, income trajectories, and social relationships [6, 7].”
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How Cultural Capital Shapes Mental Health Care Seeking in College
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Conceptualizing restorative justice for people with mental illnesses leaving prison or jail.
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Mental health care provided through community school models
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Internet interventions for perfectionism: a meta-analysis and proposals for the college setting
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Başaran, Ş., & Taş, H. İ. (2021) · Sleep And Breathing · doi:10.1007/s11325-021-02375-3 · Cited by 11 · see citing works
- Authors
- Mojtabai, R., Stuart, E. A., Hwang, I., Eaton, W. W., Sampson, N., & Kessler, R. C.
- Affiliations
- Johns Hopkins University (US)
- Harvard University (US)
- Corresponding author
- Mojtabai, Ramin
- Venue
- Social Psychiatry and Psychiatric Epidemiology
- Published
- 2015-06-17
- Volume
- 50
- Issue
- 10
- Pages
- 1577-1591
- ISSN
- 0933-7954 (ISSN-L)
- 1433-9285
- PMC
- PMC4964966
- OpenAlex
- W639695655
- Semantic Scholar
- dec412e67e2b2dfebafe8d7a67815acfed54f6fc
- Cited by
- 215
- References
- 65
- Citations by year
- 2026: 15 · 2025: 25 · 2024: 27 · 2023: 21 · 2022: 21 · 2021: 32 · 2020: 13 · 2019: 14 · 2018: 21 · 2017: 17 · 2016: 5 · 2015: 1
- FWCI
- 24.00
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Social Psychiatry and Psychiatric Epidemiology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (5r13mh066849-04, 5r01mh069864-04, 5r01mh070884-05)
- Johns Hopkins Bloomberg School of Public Health
- National Institute of Mental Health (R13-MH-066849, R01‐MH070884, R01MH046376, R01MH096826, R01‐MH069864)
- National Institute on Drug Abuse (R01DA016558, R01DA012058)
- Fogarty International Center (R03TW006481)
- Topics
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Health Sciences › Medicine › Psychiatry and Mental health › Schizophrenia research and treatment
- Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
- Keywords
- mental illness, educational attainment, high school graduation, college completion, bipolar disorder, externalizing disorders, internalizing disorders, fear disorders, anxiety disorders, substance use disorders, conduct disorder, access to mental health care, youth, National Comorbidity Survey
- MeSH terms
- Adolescent, Adult, Mental Disorders, Educational Status, Female, Follow-Up Studies, Health Surveys, Humans, Male, Middle Aged, United States, Comorbidity, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.
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