A longitudinal experimental study comparing the effectiveness of happiness-enhancing strategies in Anglo Americans and Asian Americans
Open accessAbstract
Growing evidence suggests that well-being interventions can be effective. However, it is unclear whether happiness-increasing practices are equally effective for individuals from different cultural backgrounds. To investigate this question, Anglo Americans and predominantly foreign-born Asian Americans were randomly assigned to express optimism, convey gratitude, or list their past experiences (control group). Multilevel analyses indicated that participants in the optimism and gratitude conditions reported enhanced life satisfaction relative to those in the control condition. However, Anglo Americans in the treatment conditions demonstrated larger increases in life satisfaction relative to Asian Americans, while both cultural groups in the control condition showed the least improvement. These results are consistent with the idea that the value individualist cultures place on self-improvement and personal agency bolsters the efforts of Anglo Americans to become more satisfied, whereas collectivist cultures' de-emphasis of self-focus and individual goals interferes with the efforts of Asian Americans to pursue enhanced well-being.
AI snapshot
Written from the paper’s full text.
TL;DR
A 6-week randomized intervention found that optimism and gratitude writing increased life satisfaction relative to a control activity, but Anglo Americans benefited more than predominantly foreign-born Asian Americans. The authors interpret this as cultural differences in the “will” and “way” to pursue happiness.
Key findings
- Participants in the optimism condition (γ12 = .05, SE = .02, t(199) = 1.98, p < .05) and gratitude condition (γ13 = .07, SE = .02, t(199) = 3.03, p < .01) showed greater increases in life satisfaction over time than control participants; treatment vs. control was also significant (γ11 = .06, SE = .02, t(199) = 2.87, p < .01).
- The condition effect was qualified by cultural background (γ16 = −.08, SE = .04, t(199) = −1.91, p = .057; model comparison χ²(4) = 11.40, p = .02): Anglo Americans in treatment conditions showed the largest gains, while Asian Americans in treatment conditions showed little change.
- Asian Americans showed a trend toward benefiting less from optimism than gratitude (γ17 = −.07, SE = .04, t(199) = −1.68, p = .09; gratitude contrast γ18 = −.02, SE = .04, t(199) = −.55, ns).
- Baseline life satisfaction did not differ by culture (t = .91, ns) or experimental condition (F = .90, ns).
Methods
- 220 community-dwelling adults (116 female, 104 male; ages 20–71, M = 35.62, SD = 11.36) were randomly assigned in a 2 (Asian American, Anglo American) × 3 (optimism, gratitude, control) design: optimism n = 74, gratitude n = 72, control n = 74.
- Participants completed six weekly 10-minute writing exercises over the Internet and completed the Satisfaction With Life Scale (SWLS) at baseline, immediately post-intervention, and 1 month later.
- Multilevel modeling in SAS Proc Mixed tested within-person and between-person change, with age centered at the mean and included as a covariate.
Limitations
- The paper states that small subgroup sizes required combining primarily East Asian participants into a heterogeneous Asian American group, and that future research should study samples within Asian countries rather than using Asian Americans as a proxy.
- The paper states that the self-reported SWLS raises potential social desirability and response biases, and that future work should include other measures and other aspects of subjective well-being.
- Evident from the text: the Asian American sample was predominantly foreign-born (78%), and recruitment was largely online/community-based in Southern California, so findings may not generalize to other Asian or collectivist populations.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 13 cited sources checked · 0 supported · 0 flagged
- Findingown data
The two treatment conditions combined showed greater increases in life satisfaction than the control condition.
“We found a similar pattern after collapsing together the two treatment conditions and comparing them with the control condition – namely, those in the control condition did not receive the boost that those in the treatment conditions did (γ11 = .06, SE = .02, t(199) = 2.87, p < .01; comparison with baseline model: χ2(2) = 10.4, p < .01).”
Quote in the paperSubstantial claim- Rests on an assumption: The control activity (listing past week's experiences) did not itself enhance well-being.
- Rests on an assumption: Participants complied with the writing manipulations.
- Findingown data
Asian Americans in the control condition showed very small decrements in life satisfaction across time.
“Asian Americans in either of the two treatment conditions displayed little change in satisfaction across time, whereas Asian Americans in the control condition actually showed very small decrements in their satisfaction.”
Quote in the paperNot a substantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
- Findingown data
Asian Americans in either treatment condition displayed little change in life satisfaction across time.
“Asian Americans in either of the two treatment conditions displayed little change in satisfaction across time, whereas Asian Americans in the control condition actually showed very small decrements in their satisfaction.”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
- Findingown data
Age was a significant predictor of initial life satisfaction, with older participants reporting lower life satisfaction than younger ones.
“Age, centered at the mean, was a significant predictor of initial life satisfaction, such that older participants reported lower life satisfaction than younger ones.”
Quote in the paperSubstantial claim - Findingown data
The three experimental groups did not differ in life satisfaction prior to beginning the intervention.
“nor did the three experimental groups (F = .90, ns).”
Quote in the paperSubstantial claim
- Findingown data
Participants in the optimism condition showed increases in life satisfaction across time relative to control participants.
“participants who expressed optimism (γ12 = .05, SE = .02, t(199) = 1.98, p < .05) or gratitude (γ13 = .07, SE = .02, t(199) = 3.03, p < .01) showed increases in satisfaction across time relative to control participants.”
Quote in the paperSubstantial claim- Rests on an assumption: The control activity (listing past week's experiences) did not itself enhance well-being.
- Rests on an assumption: Participants complied with the writing manipulations.
- Findingown data
Cultural background moderated the effect of condition on life satisfaction trajectories.
“Notably, the effect of condition was qualified by cultural background (γ16 = −.08, SE = .04, t(199) = .−1.91; p = .057; comparison with previous model: χ2(4) = 11.40, p = .02).”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
- Rests on an assumption: The cultural groups did not differ on unmeasured variables that could affect response to the intervention.
- Findingown data
Participants in the gratitude condition showed increases in life satisfaction across time relative to control participants.
“participants who expressed optimism (γ12 = .05, SE = .02, t(199) = 1.98, p < .05) or gratitude (γ13 = .07, SE = .02, t(199) = 3.03, p < .01) showed increases in satisfaction across time relative to control participants.”
Quote in the paperSubstantial claim- Rests on an assumption: The control activity (listing past week's experiences) did not itself enhance well-being.
- Rests on an assumption: Participants complied with the writing manipulations.
- Findingown data
Anglo Americans in the treatment conditions demonstrated larger increases in life satisfaction than Asian Americans in the treatment conditions.
“However, Anglo Americans in the treatment conditions demonstrated larger increases in life satisfaction relative to Asian Americans, while both cultural groups in the control condition showed the least improvement.”
- Also stated in: § Results · boosted
“By comparison, the Anglo Americans in either of the two treatment conditions demonstrated the biggest gains in satisfaction of all the groups, and the Anglo Americans in the control condition showed a slight decrease or no change.”
- Also stated in: § Discussion · plain
“we found that Anglo Americans benefited more from our intervention than did predominantly foreign born Asian Americans, despite the fact that both groups began the intervention with equivalent levels of life satisfaction.”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
- Rests on an assumption: The cultural groups did not differ on unmeasured variables that could affect response to the intervention.
- Also stated in: § Results · boosted
- Findingown data
Asian Americans and Anglo Americans did not differ in life satisfaction prior to beginning the intervention.
“Asian Americans and Anglo Americans did not differ in life satisfaction prior to beginning the intervention (t = .91, ns)”
Quote in the paperNot a substantial claim - Findingown data
Asian Americans derived less benefit from expressing optimism than from expressing gratitude (marginally significant trend).
“a trend emerged for Asian Americans to derive less benefit from expressing optimism (γ17 = −.07, SE = .04, t(199) = −1.68, p = .09) than from expressing gratitude (γ18 = −.02, SE = .04, t(199) = −.55, ns).”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
- Findingown data
Anglo Americans in the control condition showed a slight decrease or no change in life satisfaction.
“and the Anglo Americans in the control condition showed a slight decrease or no change.”
Quote in the paperNot a substantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
- Premisecitation
Randomized well-being interventions published thus far have employed only Western participants, with few exceptions.
“An important criticism of the limited number of randomized well-being interventions published thus far is that they have employed only Western participants (see Otake et al., 2006, for an exception).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Otake et al., 2006
Not checked in the free run.
- Premisecitation
Non-Western or collectivist cultures are likely to downplay the significance of happiness.
“By contrast, non-Western or collectivist cultures are likely to downplay the significance of happiness (Diener & Suh, 1999).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Diener & Suh, 1999
Not checked in the free run.
- Interpretationreasoning
Traditional individually-focused happiness interventions may be less effective for those belonging to collectivist cultures versus individualist cultures.
“This evidence suggests that traditional individually-focused happiness interventions may be less effective for those belonging to collectivist cultures versus individualist cultures.”
Quote in the paperSubstantial claim - Study design and conductreasoning
Random assignment to condition was successful.
“This latter, nonsignificant finding suggests that random assignment to condition was successful.”
Quote in the paperSubstantial claim - Study design and conductown data
Age was included as a covariate in all subsequent models because it predicted initial life satisfaction.
“Because of this difference, age was included as a covariate in all subsequent models.”
Quote in the paperNot a substantial claim - Study design and conductown data
Due to relatively small sample sizes for specific groups of Asian Americans, the study combined all primarily East Asian participants into a larger, more heterogeneous group.
“Due to the relatively small sample sizes for specific groups of Asian Americans (e.g., Korean, Chinese, Japanese), we combined all (primarily East) Asian participants into a larger, more heterogeneous group.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The similarities among the Asian cultures relevant to this research likely outweigh the differences.
- Interpretationreasoning
Cultural background impacted participants' 'will' to exert effort into enhancing well-being.
“In this study, cultural background – and the inherent prescriptions and support derived from it – impacted participants’ “will” to exert effort into enhancing well-being.”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
- Interpretationreasoning
Anglo Americans may have had more 'will' to change than Asian Americans.
“However, although Anglo Americans may have had more “will” to change than Asian Americans, that is not sufficient.”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
- May combine two claims. 12
- Classified as probably not a substantial claim. 7
May combine two claims.
Findingown dataAsian Americans in the gratitude condition showed slight increases in life satisfaction across time, whereas Asian Americans in the optimism condition showed essentially no change.
“That is, Asian Americans in the gratitude condition showed slight increases in life satisfaction across time, whereas Asian Americans in the optimism condition showed essentially no change (see Figure 1).”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
Classified as probably not a substantial claim.
PremisecitationInitial evidence suggests that, at least in the short-term, well-being interventions can be successful.
“Initial evidence suggests that, at least in the short-term, well-being interventions can be successful.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Emmons & McCullough, 2003
Not checked in the free run.
- cites Froh, Sefick, & Emmons, 2008
Not checked in the free run.
- cites Lyubomirsky, Dickerhoof, Boehm, & Sheldon, 2009
Not checked in the free run.
May combine two claims.
PremisecitationPeople from individualist cultures tend to emphasize an autonomous and independent self over the needs of the larger group, and are inclined to be motivated by personal needs and goals.
“In addition, people from individualist cultures tend to emphasize an autonomous and independent self over the needs of the larger group, and are inclined to be motivated by personal needs and goals (Triandis, 1995).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Triandis, 1995
Not checked in the free run.
May combine two claims.
PremisecitationCultural background moderates the influence of the determinants of well-being; for example, self-esteem is more important to the well-being of people in individualist versus collectivist cultures.
“Moreover, cultural background moderates the influence of the determinants of well-being – for example, self-esteem is more important to the well-being of people in individualist versus collectivist cultures (Diener & Diener, 1995).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Diener & Diener, 1995
Not checked in the free run.
May combine two claims.
PremisecitationCollectivist cultures emphasize collective harmony and tend to be motivated by the norms and duties of their family or group.
“Instead, such cultures emphasize collective harmony and tend to be motivated by the norms and duties of their family or group (Triandis, 1995).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Triandis, 1995
Not checked in the free run.
May combine two claims.
InterpretationreasoningNorms in collectivist cultures are less supportive of self-expression, self-improvement, and the pursuit of individual goals.
“In sum, norms in collectivist cultures are less supportive of self-expression, self-improvement, and the pursuit of individual goals.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe SWLS showed internal consistency alphas ranging from .91 to .94 in this study.
“Alphas for the SWLS ranged from .91 to .94 in this study.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationThe SWLS is a 5-item scale designed to assess the cognitive component of subjective well-being.
“The SWLS is a 5-item scale designed to assess the cognitive component of subjective well-being.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Diener, Emmons, Larsen, & Griffin, 1985
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationThose from individualist cultures base their life satisfaction more on intrapersonal than interpersonal factors, whereas those from collectivist cultures do the reverse.
“Those from individualist cultures base their life satisfaction more on intrapersonal than interpersonal factors, whereas those from collectivist cultures do the reverse (Suh, Diener, Oishi, & Triandis, 1998).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Suh, Diener, Oishi, & Triandis, 1998
Not checked in the free run.
May combine two claims.
Interpretationown dataMost individuals pursuing happiness will benefit by regularly practicing gratitude and optimism, but those benefits may be mitigated by cultural norms and values that fail to support their efforts.
“Taken together, our findings suggest that although most individuals pursuing happiness will benefit by regularly practicing gratitude and optimism, those benefits may be mitigated by cultural norms and values that fail to support their efforts.”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationOther characteristics of Asian Americans, such as relatively higher levels of pessimism, may be advantageous in a collectivist society, providing another 'way' by which Asian Americans can experience success and well-being.
“Moreover, it is worth mentioning that other characteristics of Asian Americans – such as their relatively higher levels of pessimism – may be advantageous in a collectivist society, providing another “way” (for example, via problem-solving coping strategies) by which Asian Americans can experience both success and well-being (Chang, 1996).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Chang, 1996
Not checked in the free run.
- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
May combine two claims.
InterpretationreasoningExpressing gratitude may more closely align with Asian-rooted values and priorities, so Asian Americans may have viewed it as a more appropriate 'way' to achieving happiness and experienced a stronger 'will' to do so.
“Because expressing gratitude may more closely align with Asian-rooted values and priorities, the activity may have been viewed by Asian Americans as a more appropriate “way” to achieving happiness and, hence, they experienced a stronger “will” to do so.”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
May combine two claims.
InterpretationcitationThe pursuit of happiness can be fruitful if done under optimal conditions; people need both a 'will' (desire and motivation) and a 'way' (an efficacious happiness-boosting activity).
“These findings suggest that the pursuit of happiness can be fruitful if done under optimal conditions. That is, people need both a “will” (i.e., the desire and motivation to become happier) and a “way” (i.e., an efficacious happiness-boosting activity or positive practice; Lyubomirsky et al., 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Lyubomirsky et al., 2009
Not checked in the free run.
- Rests on an assumption: The control activity (listing past week's experiences) did not itself enhance well-being.
- Rests on an assumption: Participants complied with the writing manipulations.
May combine two claims.
InterpretationreasoningThe study's implications caution against the assumption that all individuals have the same will to increase personal well-being and that all individuals benefit from the same way of pursuing it.
“This study’s implications caution against the assumption that all individuals have the same will to increase personal well-being and that all individuals benefit from the same way of pursuing it.”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
May combine two claims.
Interpretationown dataThe study's results are consistent with the idea that the value individualist cultures place on self-improvement and personal agency bolsters the efforts of Anglo Americans to become more satisfied, whereas collectivist cultures' de-emphasis of self-focus and individual goals interferes with the efforts of Asian Americans to pursue enhanced well-being.
“These results are consistent with the idea that the value individualist cultures place on self-improvement and personal agency bolsters the efforts of Anglo Americans to become more satisfied, whereas collectivist cultures’ de-emphasis of self-focus and individual goals interferes with the efforts of Asian Americans to pursue enhanced well-being.”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe study is not the first to use a heterogeneous sample when examining cultural differences.
“To be sure, we are not the first researchers to use a heterogeneous sample when examining cultural differences (e.g., English & Chen, 2007).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites English & Chen, 2007
Not checked in the free run.
- The authors state this as an assumption: The similarities among the Asian cultures relevant to this research likely outweigh the differences.
May combine two claims.
InterpretationreasoningParticipating in empirically-established positive activities and originating from a culture that endorses the pursuit of individual well-being may be two keys for achieving enhanced happiness.
“This finding suggests that participating in empirically-established positive activities and originating from a culture that endorses the pursuit of individual well-being may be two keys for achieving enhanced happiness.”
Quote in the paperSubstantial claim- Rests on an assumption: Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThe self-reported dependent variable raises potential social desirability and response biases.
“Another limitation concerned the self-reported dependent variable in this study – a methodology that raises potential social desirability and response biases.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Participants' expectations across all conditions were equivalent at the start of the experiment.
“The study was described as potentially improving mental and physical health so that participants’ expectations across all conditions would be equivalent at the start of the experiment.”
The authors state this as an assumption.
The similarities among the Asian cultures relevant to this research likely outweigh the differences.
“Although some cultural differences undoubtedly exist among distinct Asian groups, we felt that East Asia’s broad emphasis on collective goals – as opposed to a focus on individual pursuits and personal well-being – would be captured by a mixed group of Asian-Americans. In other words, the similarities among these cultures (at least those relevant to this research) likely outweigh the differences.”
The paper relies on this without support.
The control activity (listing past week's experiences) did not itself enhance well-being.
“Those in the control condition were asked to outline what they had done in the past week. The control activity was described as an organizational task to enhance the plausibility of this condition as a positive exercise.”
The paper relies on this without support.
Asian Americans (predominantly foreign-born) are sufficiently representative of collectivist cultures for testing cultural moderation.
“it would be valuable for future researchers to investigate well-being interventions in samples within Asian countries rather than using Asian Americans as a proxy (as we have done here and others have done previously; e.g., Tsai & Levenson, 1997), because, relative to Asian Americans, Asians may manifest greater differences with Anglo Americans.”
The paper relies on this without support.
Participants complied with the writing manipulations.
“Following these measurements, participants completed the first of six writing manipulations, each lasting 10 min once a week for 6 weeks.”
The paper relies on this without support.
The cultural groups did not differ on unmeasured variables that could affect response to the intervention.
“Asian Americans and Anglo Americans did not differ in life satisfaction prior to beginning the intervention (t = .91, ns)”
Statistics recomputed
Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.
- Consistentχ²(4) = 12.3reported p < .05 · recomputed p = .015
“χ2(4) = 12.3, p < .05”
- Consistentt(199) = 1.98reported p < .05 · recomputed p = .049
“t(199) = 1.98, p < .05”
- Consistentt(199) = 3.03reported p < .01 · recomputed p = .003
“t(199) = 3.03, p < .01”
- Consistentt(199) = 2.87reported p < .01 · recomputed p = .005
“t(199) = 2.87, p < .01”
- Consistentχ²(2) = 10.4reported p < .01 · recomputed p = .006
“χ2(2) = 10.4, p < .01”
- Consistentχ²(4) = 11.4reported p = .02 · recomputed p = .022
“χ2(4) = 11.40, p = .02”
- Consistentt(199) = -1.68reported p = .09 · recomputed p = .095
“t(199) = −1.68, p = .09”
- Consistentt(199) = -0.55reported n.s. · recomputed p = .583
“t(199) = −.55, ns”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Self-check results appear here once an independent check has confirmed them.
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Positive psychology interventions: a meta-analysis of randomized controlled studies
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- Authors
- Boehm, J. K., Lyubomirsky, S., & Sheldon, K. M.
- Affiliations
- University of California, Riverside (US)
- University of Missouri (US)
- Corresponding author
- Boehm, Julia K.
- Venue
- Cognition and Emotion
- Publisher
- Informa UK Limited
- Published
- 2011-02-28
- Volume
- 25
- Issue
- 7
- Pages
- 1263-1272
- ISSN
- 0269-9931 (ISSN-L)
- 1464-0600
- PMC
- PMC4394986
- OpenAlex
- W2141649307
- Semantic Scholar
- 1497880f4ec7f53729619f7dd03a7a408cb1398a
- Cited by
- 318
- References
- 31
- Citations by year
- 2026: 11 · 2025: 19 · 2024: 17 · 2023: 22 · 2022: 21 · 2021: 18 · 2020: 29 · 2019: 26 · 2018: 20 · 2017: 30 · 2016: 19 · 2015: 26 · 2014: 31 · 2013: 12 · 2012: 11
- FWCI
- 25.67
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Cognition & Emotion (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- National Institutes of Health (5r01mh065937-05)
- National Institute of Mental Health (5 R01 MH065937-04, R01 MH065937)
- Topics
- Social Sciences › Psychology › Social Psychology › Psychological Well-being and Life Satisfaction
- Social Sciences › Psychology › Applied Psychology › Optimism, Hope, and Well-being
- Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
- Keywords
- well-being interventions, life satisfaction, optimism, gratitude, cultural differences, Anglo American, Asian Americans, individualism, collectivism, human development, individual agency, cross-cultural comparison
- MeSH terms
- Adult, Aged, Asian, Cross-Cultural Comparison, Female, Happiness, Humans, Longitudinal Studies, Male, Middle Aged, Models, Psychological, Personal Satisfaction, Social Values, White People
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 2026-10-09.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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