Smoking and the Five‐Factor Model of personality
Open accessAbstract
Aims Investigating the association between personality traits and smoking status using a comprehensive model of personality, the Five‐Factor Model (FFM). Design Cross‐sectional survey. Setting Baltimore, MD, USA. Participants Adult elderly Americans (n = 1638). Measurements A self‐administered survey on cigarette smoking and the Revised NEO Personality Inventory (NEO‐PI‐R). Findings Current smokers scored higher than never smokers on neuroticism and lower on agreeableness and conscientiousness; former smokers scored intermediate on these higher‐order dimensions. Neuroticism was related to smoking particularly among individuals with low conscientiousness, as indicated by an interaction effect between the two factors. There were no differences on extraversion and openness to experience. At the lower‐order facet level, smokers were characterized by inability to resist cravings (high impulsiveness), search for stimulation (high excitement‐seeking), lack of perseverance (low self‐discipline) and lack of careful consideration of the consequences of their actions (low deliberation). Conclusions At the higher‐order factor level, this study replicates and extends previous studies using a comprehensive model of personality (FFM). The greater specificity provided by the facet‐level analysis appears to explain some of the conflicting results in the literature, and the use of an older sample provides insight especially into the former smokers group. Personality research may lead to a deeper understanding of cigarette smoking and can potentially contribute to policies and programs of smoking prevention and cessation.
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Written from the paper’s full text.
TL;DR
In a cross-sectional survey of 1,638 adult-elderly Americans, current smokers scored higher on Neuroticism and lower on Agreeableness and Conscientiousness than never-smokers, with former-smokers intermediate on these factors. Facet-level and interaction analyses showed that smoking was especially associated with high Impulsiveness, high Excitement-seeking, low Self-Discipline, low Deliberation, and a Neuroticism × Conscientiousness interaction.
Key findings
- Current-smokers differed significantly from never-smokers on Neuroticism, Agreeableness, and Conscientiousness, but not on Extraversion or Openness; former-smokers were intermediate, with significant differences from both groups on Neuroticism and Conscientiousness.
- The largest higher-order effect was for Conscientiousness (η² = .035), followed by Neuroticism (η² = .021) and Agreeableness (η² = .011); the Conscientiousness difference between current- and never-smokers was larger than 0.5 SD, d = .6.
- At the facet level, current-smokers scored higher on Neuroticism facets, especially Impulsiveness, and higher on Excitement-seeking; they scored lower on Conscientiousness facets, especially Self-Discipline and Deliberation, and lower on Agreeableness facets including Straightforwardness, Altruism, and Compliance.
- A Neuroticism × Conscientiousness interaction contributed significantly to discrimination among smoking groups (Λ = .946, F(8, 3264) = 11.59, p < .001, η² = .054); the low-Conscientiousness/high-Neuroticism “under-controlled” group was about two times more likely to be current smokers than the low-Conscientiousness/low-Neuroticism “relaxed” group and three times more likely than high-Conscientiousness groups.
Methods
- Cross-sectional survey of Baltimore Longitudinal Study on Aging participants (N = 1,638; age 20–96, M = 60.3, SD = 18), divided into never-smokers (n = 828), former-smokers (n = 694), and current-smokers (n = 116).
- Smoking was assessed by self-administered survey; personality was assessed with the Revised NEO Personality Inventory (NEO-PI-R), a 240-item self-report measure yielding five factors and 30 facets, standardized as T-scores (M = 50, SD = 10).
- Main analyses used ANOVA with Bonferroni correction for 35 comparisons, ANCOVA controlling for age and education, sex-standardized T-scores, a sex- and age-matched design control, and hierarchical discriminant analysis entering the five factors followed by their two-way interactions.
Limitations
- The paper states that the BLSA is not a probability sample, participation is voluntary, and participants are mostly highly educated, high socioeconomic status, and relatively healthy; it also notes that historical and cross-cultural differences may shape smoking–personality associations and that continuous monitoring is needed.
- The cross-sectional design cannot establish whether personality differences precede or follow smoking; the paper itself discusses that high Neuroticism could be a cause as well as an effect of smoking.
- The current-smoker group was small (n = 116, 7.1% of the sample), and the sample was adult-elderly, which the authors note is less frequently studied and includes a large proportion of former smokers.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
0 of 43 cited sources checked · 0 supported · 0 flagged
- Findingown data§ Abstract
There were no significant differences among smoking status groups on Extraversion or Openness to Experience.
“There were no differences on Extraversion and Openness to Experience.”
- Also stated in: § Results · plain
“there were significant differences among groups on Neuroticism, Agreeableness, and Conscientiousness, but no significant differences on Extraversion or Openness factors.”
Quote in the paperNot a substantial claim - Also stated in: § Results · plain
- Findingown data§ Results
Current-smokers scored lower than never-smokers on Conscientiousness, with a difference larger than 0.5 SD (d = .6).
“current-smokers compared to non-smokers scored significantly higher on Neuroticism and significantly lower on Agreeableness and Conscientiousness, with the difference in Conscientiousness larger than 0.5 SD, d = .6.”
- Also stated in: § Abstract · plain
“Current-smokers scored higher than never-smokers on Neuroticism and lower on Agreeableness and Conscientiousness; former-smokers scored intermediate on these higher-order dimensions.”
Quote in the paperSubstantial claim - Also stated in: § Abstract · plain
- Findingown data§ Results
Former-smokers scored significantly lower than never-smokers on Agreeableness.
“Former-smokers also scored significantly lower than never-smokers in Agreeableness.”
Quote in the paperNot a substantial claim - Findingown data§ Abstract
Former-smokers scored intermediate on Neuroticism, Agreeableness, and Conscientiousness.
“former-smokers scored intermediate on these higher-order dimensions.”
- Also stated in: § Results · plain
“Former-smokers showed intermediate scores on the above factors”
Quote in the paperSubstantial claim - Also stated in: § Results · plain
- Findingown data§ Abstract
Current-smokers scored lower than never-smokers on Agreeableness.
“Current-smokers scored higher than never-smokers on Neuroticism and lower on Agreeableness and Conscientiousness; former-smokers scored intermediate on these higher-order dimensions.”
- Also stated in: § Results · plain
“current-smokers compared to non-smokers scored significantly higher on Neuroticism and significantly lower on Agreeableness and Conscientiousness”
Quote in the paperSubstantial claim - Also stated in: § Results · plain
- Findingown data§ Results
With the exception of Self-Consciousness, all facets of Neuroticism showed significant differences among smoking status groups.
“with the exception of Self-Consciousness, all facets of Neuroticism showed significant differences among smoking status groups.”
Quote in the paperNot a substantial claim - Findingown data§ Abstract
Current-smokers scored higher than never-smokers on Neuroticism.
“Current-smokers scored higher than never-smokers on Neuroticism and lower on Agreeableness and Conscientiousness; former-smokers scored intermediate on these higher-order dimensions.”
- Also stated in: § Results · plain
“current-smokers compared to non-smokers scored significantly higher on Neuroticism and significantly lower on Agreeableness and Conscientiousness”
Quote in the paperSubstantial claim - Also stated in: § Results · plain
- Findingown data§ Abstract
Neuroticism was related to smoking particularly among individuals with low Conscientiousness, as indicated by an interaction effect between Neuroticism and Conscientiousness.
“Neuroticism was related to smoking particularly among individuals with low Conscientiousness, as indicated by an interaction effect between the two factors.”
- Also stated in: § Results · plain
“Of all possible interaction terms, only Neuroticism × Conscientiousness contributed significantly to the discriminant function”
Quote in the paperSubstantial claim - Also stated in: § Results · plain
- Findingown data§ Results
Three factors, Conscientiousness, Agreeableness, and Neuroticism, contributed significantly to the discriminant function.
“Three of the five factors, Conscientiousness (Λ = .970, F(2, 1635) = 25.62, p < .001), Agreeableness (Λ = .958, F(4, 3268) = 17.67, p < .001), and Neuroticism (Λ = .950, F(6, 3266) = 14.02, p < .001) were found to contribute significantly to the discriminant function.”
Quote in the paperSubstantial claim - Findingown data§ Results
Of all possible interaction terms, only Neuroticism × Conscientiousness contributed significantly to the discriminant function.
“Of all possible interaction terms, only Neuroticism × Conscientiousness contributed significantly to the discriminant function (Λ = .946, F(8, 3264) = 11.59, p < .001, η2 = 1 − Λ = .054).”
Quote in the paperSubstantial claim - Findingown data§ Discussion
Current-smokers scored significantly lower than never-smokers on Conscientiousness.
“Current-smokers were found to score significantly higher than never-smokers on Neuroticism and significantly lower on Agreeableness and Conscientiousness.”
Quote in the paperSubstantial claim - Findingown data§ Discussion
All facets of Neuroticism except Self-Consciousness showed significant differences among groups.
“At the facet level, all facets of Neuroticism except Self-Consciousness showed significant differences among groups”
Quote in the paperNot a substantial claim - Findingown data§ Results
Current-smokers scored lower than never-smokers on Altruism.
“There were also significant differences on Straightforwardness, Altruism, and Compliance, with current-smokers scoring lower than never-smokers.”
Quote in the paperNot a substantial claim - Findingown data§ Discussion
Current-smokers scored significantly lower than never-smokers on Agreeableness.
“Current-smokers were found to score significantly higher than never-smokers on Neuroticism and significantly lower on Agreeableness and Conscientiousness.”
Quote in the paperSubstantial claim - Findingown data§ Results
Current-smokers scored lower than never-smokers on Straightforwardness.
“There were also significant differences on Straightforwardness, Altruism, and Compliance, with current-smokers scoring lower than never-smokers.”
Quote in the paperNot a substantial claim - Findingown data§ Discussion
Former-smokers differed significantly from the other groups in Neuroticism and Conscientiousness.
“with significant differences from the others groups in Neuroticism and Conscientiousness”
Quote in the paperSubstantial claim - Findingown data§ Discussion
No differences on overall Openness were observed among groups.
“No differences on overall Extraversion or Openness were observed among groups.”
Quote in the paperNot a substantial claim - Findingown data§ Results
The group low in Conscientiousness and high in Neuroticism (under-controlled style) was about two times more likely to be current smokers than the group low in Conscientiousness and low on Neuroticism (relaxed).
“The group low in Conscientiousness and high in Neuroticism (under-controlled style) was about two times more likely to be current smokers than the group low in Conscientiousness and low on Neuroticism (relaxed)”
Quote in the paperSubstantial claim - Findingown data§ Results
Current-smokers scored lower than never-smokers on Compliance.
“There were also significant differences on Straightforwardness, Altruism, and Compliance, with current-smokers scoring lower than never-smokers.”
Quote in the paperNot a substantial claim - Findingown data§ Results
There were significant differences on Openness to Values, with current-smokers scoring the highest.
“There were significant differences on Openness to Values, with current-smokers scoring the highest.”
Quote in the paperNot a substantial claim - Findingown data§ Discussion
No differences on overall Extraversion were observed among groups.
“No differences on overall Extraversion or Openness were observed among groups.”
Quote in the paperNot a substantial claim - Findingown data§ Results
The under-controlled group was about three times more likely to be current smokers than groups high on Conscientiousness and high (over-controlled) or low (directed) on Neuroticism.
“and was three times more likely to be current smokers than groups high on Conscientiousness and high (over-controlled) or low (directed) on Neuroticism.”
Quote in the paperSubstantial claim - Findingown data§ Results
In sex- and age-matched groups, the only notable difference was the non-significant differences on Excitement Seeking.
“The only notable difference was the non-significant differences on Excitement Seeking in the sex-and-age-matched sample.”
Quote in the paperNot a substantial claim - Findingown data§ Discussion
Current-smokers scored significantly higher than never-smokers on Neuroticism.
“Current-smokers were found to score significantly higher than never-smokers on Neuroticism”
Quote in the paperSubstantial claim - Findingown data§ Discussion
Conscientiousness showed the largest association to smoking behavior in this study.
“the personality dimension of Conscientiousness, which showed the largest association to smoking behavior in this study”
Quote in the paperSubstantial claim - Findingreasoning§ Discussion
Global Extraversion was unrelated to smoking status.
“However, global Extraversion was unrelated to smoking status, because there were no differences among groups on the other facets.”
Quote in the paperSubstantial claim - Findingcitation§ Discussion
Former-smokers scored lower on Neuroticism compared to current-smokers.
“Consistent with previous studies (Parrott 1998), former-smokers scored lower on Neuroticism compared to current-smokers.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Parrott 1998
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- Findingreasoning§ Discussion
Among the facets of Conscientiousness, smokers were particularly lower in Self-Discipline and Deliberation.
“Among the facets of Conscientiousness, smokers were particularly lower in Self-Discipline and Deliberation, which are related to the impulsivity construct.”
Quote in the paperSubstantial claim - Findingown data§ Discussion
Among the facets of Extraversion, only Excitement-Seeking differed among groups, with current smokers scoring higher than non-smokers.
“Among the facets of Extraversion, only Excitement-Seeking differed among groups, with current smokers scoring higher than non-smokers.”
Quote in the paperSubstantial claim - Premisecitation§ Discussion
Nicotine depletion (i.e., time between cigarettes) produces high negative affective states.
“Other evidence indicates that nicotine depletion (i.e., time between cigarettes) produces high negative affective states (Costa & McCrae 1981, Parrott 1998, Picciotto, Brunzell & Caldarone 2002)”
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- cites Parrott 1998
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- cites Picciotto, Brunzell & Caldarone 2002
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- Interpretationcitation§ Discussion
The smokers' higher scores on Neuroticism facets are consistent with the susceptibility toward psychopathology found in nicotine-dependent smokers.
“The smokers’ higher scores on Neuroticism facets are consistent with the susceptibility toward psychopathology found in nicotine-dependent smokers (e.g., Breslau et al. 1993).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Breslau et al. 1993
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- Interpretationcitation§ Discussion
The high score on Neuroticism is consistent with the view that some individuals use cigarette smoking as self-medication.
“The high score on Neuroticism is also consistent with the view that some individuals use cigarette smoking as self-medication (Khantzian 1997).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Khantzian 1997
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- Study design and conductown data§ Results
The discriminant analysis results were robust across different multivariate methods (e.g., multinomial logistic regression, GLM on dichotomized factors).
“Further analyses showed that the discriminant analysis results were robust across different multivariate methods (e.g., multinomial logistic regression, GLM on dichotomized factors).”
Quote in the paperNot a substantial claim - Premisecitation§ Conclusions
When differences were found, smokers tended to score higher on Neuroticism and Extraversion compared to those who never smoked.
“but when differences were found, smokers tended to score higher on Neuroticism and Extraversion compared to those who never smoked.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites McCrae, Costa & Bosse 1978
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- cites Eysenck 1980
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- cites Breslau, Kilbey & Andreski 1993
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- Study design and conductown data§ Discussion
The effects of smoking status on Neuroticism, Agreeableness, and Conscientiousness remained after controlling for age, education, and sex with a statistical and a design control.
“These effects remained after controlling for age, education, and sex with a statistical and a design control.”
Quote in the paperSubstantial claim - Study design and conductcitation§ Method
Prior studies showed that findings from this sample were consistent with the findings from representative samples.
“However, prior studies did show that findings from this sample were consistent with the findings from representative samples (Costa et al. 1986).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Costa et al. 1986
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- Premisecitation§ Discussion
High Neuroticism is a risk factor for smoking initiation.
“longitudinal data suggest that high Neuroticism is a risk factor for smoking initiation (Cherry & Kiernan 1976).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Cherry & Kiernan 1976
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- Premisecitation§ Conclusions
Individuals both high in Neuroticism and low in Conscientiousness were disproportionately likely to be smokers.
“Vollrath and Torgersen (2002) used a typological approach and found that individuals both high in Neuroticism and low in Conscientiousness were disproportionately likely to be smokers.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Vollrath and Torgersen (2002)
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- Study design and conductown data§ Results
The discriminant analysis results were robust across different multivariate methods.
“Further analyses showed that the discriminant analysis results were robust across different multivariate methods (e.g.,”
Quote in the paperNot a substantial claim - Interpretationown data§ Conclusions
The greater specificity provided by the facet-level analysis appears to explain some of the conflicting results in the literature.
“The greater specificity provided by the facet-level analysis appears to explain some of the conflicting results in the literature”
Quote in the paperNot a substantial claim- Rests on an assumption: The four impulsivity-related facets play a role in smoking initiation, maintenance, or cessation.
- Premisecitation§ Discussion
Smoking inhibits monoamine oxidase, which breaks down neurotransmitters such as serotonin and dopamine that are implicated in mood regulation.
“There is striking evidence (Fowler et al. 1996) that smoking inhibits monoamine oxidase, which breaks down neurotransmitters such as serotonin and dopamine that are implicated in mood regulation.”
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- Study design and conductown data§ Results
In sex- and age-matched groups, differences among groups were reasonably consistent with the results obtained with the full sample.
“ANOVAs indicated that differences among the sex- and age-matched groups were reasonably consistent with the results obtained with the full sample.”
Quote in the paperSubstantial claim - Premisecitation§ Conclusions
Low Conscientiousness is related to health risk behaviors.
“There is evidence that low Conscientiousness is related to health risk behaviors (Booth-Kewley & Vickers 1994, Vollrath et al. 1999, Trobst et al. 2000, Vollrath & Torgersen 2002).”
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- cites Vollrath et al. 1999
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- cites Trobst et al. 2000
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- Premisecitation§ Discussion
Over long periods of time, cigarette smoking may increase the risk of anxiety and depressive disorders.
“and over long periods of time, cigarette smoking may increase the risk of anxiety and depressive disorders (Choi et al. 1997, Wu & Anthony 1999, Johnson et al. 2000).”
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- cites Wu & Anthony 1999
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- cites Johnson et al. 2000
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- Interpretationown data§ Results
Neuroticism was related to smoking mostly among individuals low on Conscientiousness.
“This suggests that Neuroticism was related to smoking mostly among individuals low on Conscientiousness.”
- Also stated in: § Discussion · plain
“Neuroticism was related to smoking particularly among individuals with low Conscientiousness”
Quote in the paperSubstantial claim - Also stated in: § Discussion · plain
- Study design and conductown data§ Results
After controlling for age and education, the differences among smoking status groups remained unchanged.
“After controlling for age and education, the differences among groups remained unchanged.”
Quote in the paperSubstantial claim - Study design and conductreasoning§ Results
The present analysis used T-scores standardized within gender, thus adjusting for gender effects.
“The present analysis used T-scores standardized within gender, thus adjusting for gender effects.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Discussion
The same personality characteristics are also likely to undermine efforts in smoking cessation programs.
“The same personality characteristics are also likely to undermine efforts in smoking cessation programs.”
Quote in the paperNot a substantial claim - Premisecitation§ Discussion
Prior findings suggesting that Extraversion is related to smoking were often obtained using measures of Extraversion that included impulsivity as a facet.
“Prior findings suggesting that Extraversion is related to smoking were often obtained using measure of Extraversion that included impulsivity as facet (Eysenck & Eysenck 1964).”
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- Premisecitation§ Discussion
Societal pressure in the form of high taxation, restriction in advertising, and interdiction of smoking in public places are more cost effective than programs that rely on the efforts of individual smokers.
“Data from the WHO confirm that societal pressure in the form of high taxation, restriction in advertising, and interdiction of smoking in public places are more cost effective than programs that rely on the efforts of individual smokers.”
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- Interpretationreasoning§ Discussion
Different questionnaires assess Extraversion through different facets and this might explain the literature's inconsistent results regarding the broad Extraversion factor.
“Different questionnaires assess Extraversion through different facets and this might explain the literature’s inconsistent results regarding the broad Extraversion factor.”
Quote in the paperSubstantial claim - Interpretationcitation§ Discussion
The present study supports the view that Conscientiousness is the strongest personality predictor of health risk behaviors.
“and the present study supports the view that Conscientiousness is the strongest personality predictor of health risk behaviors (Booth-Kewley & Vickers 1994).”
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- Interpretationown data§ Discussion
The level of Conscientiousness seems to be a moderator factor in the relationship between Neuroticism and smoking.
“The level of Conscientiousness seems to be a moderator factor in the relationship between Neuroticism and smoking.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Discussion
Individuals high on Conscientiousness may not adopt the same maladaptive strategy (i.e., smoking) to deal with high Neuroticism.
“These data suggest that individuals high on Conscientiousness may not adopt the same maladaptive strategy (i.e., smoking) to deal with high Neuroticism.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Discussion
Lack of persistence, restraint, and dutifulness are likely to play a critical role in the individual's susceptibility to smoking initiation.
“Lack of persistence, restraint, and dutifulness are likely to play a critical role in the individual’s susceptibility to smoking initiation.”
Quote in the paperSubstantial claim - Premisecitation§ Discussion
Low Conscientiousness has been associated with other health risk behaviors.
“Low Conscientiousness has been associated with other health risk behaviors (see Trobst et al. 2000)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Trobst et al. 2000
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- May combine two claims. 21
- The quote only partly states this claim. 1
- Classified as probably not a substantial claim. 17
May combine two claims.
Findingown data§ ResultsFormer-smokers differed significantly from both never- and current-smokers on Neuroticism and Conscientiousness.
“Former-smokers showed intermediate scores on the above factors, with significant differences from the other groups on Neuroticism and Conscientiousness.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ ResultsCurrent-smokers scored higher than other groups on all facets of Neuroticism, with the largest differences in Impulsiveness.
“Current-smokers scored higher than the other groups on all facets of Neuroticism, with the largest differences in Impulsiveness.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ ResultsIndividuals who smoked fewer than 100 cigarettes in their lifetime scored intermediate between never and former smokers on Neuroticism, Agreeableness, and Conscientiousness, but were not significantly different from never smokers.
“Additional analyses indicated that individuals who smoked fewer than 100 cigarettes in their lifetime scored intermediate between never and former smokers on Neuroticism, Agreeableness and Conscientiousness, but they were not significantly different from never smokers.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ ResultsAmong Extraversion facets, there were significant differences only on Excitement Seeking, with current-smokers scoring higher than never-smokers.
“Among the facets of Extraversion, there were significant differences only on Excitement Seeking, with current-smokers scoring higher then never-smokers.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ ResultsIn sex- and age-matched groups, there were significant differences on Neuroticism, Agreeableness, and Conscientiousness, but not on Extraversion and Openness.
“In particular, there were significant differences on Neuroticism (p = .001), Agreeableness (p = .001), and Conscientiousness (p < .001), but not on Extraversion and Openness (p > .05).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data§ ResultsThere were significant differences among groups on all facets of Conscientiousness, with smokers scoring clearly lower than non-smokers.
“There were significant differences among groups on all facets of Conscientiousness, with smokers scoring clearly lower than non-smokers.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data§ DiscussionFormer-smokers showed intermediate scores on Neuroticism, Agreeableness, and Conscientiousness.
“Former-smokers showed intermediate scores on these factors”
Quote in the paperSubstantial claimThe quote only partly states this claim.
Findingown data§ DiscussionThe largest differences among Neuroticism facets were in Impulsiveness.
“with the largest differences in Impulsiveness.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationreasoning§ ConclusionsUS smokers today are likely to be different from the US smokers of a few decades ago, or current smokers in non-Western countries.
“US smokers today are likely to be different from the US smokers of a few decades ago, or current smokers in non-Western countries.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Premisecitation§ ConclusionsSmokers differed most reliably on Psychoticism (especially impulsivity, antisocial behavior, sensation seeking, and aggression) and Neuroticism.
“Despite some inconsistency he concluded that smokers differed most reliably on Psychoticism (especially impulsivity, antisocial behavior, sensation seeking, and aggression) and Neuroticism.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gilbert 1995
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Study design and conductnone given§ MethodThe BLSA is not a probability sample; participation is voluntary.
“The BLSA is not a probability sample; participation is on a voluntary basis.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
Premisecitation§ ConclusionsThe Five-Factor Model is a comprehensive yet manageable taxonomy of traits.
“a growing consensus has supported the Five-Factor Model (FFM, see Digman 1990, Goldberg 1990, John 1990, McCrae & John 1992, McCrae 2001a, but see Block 1995) as a comprehensive yet manageable taxonomy of traits.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Digman 1990
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- cites Goldberg 1990
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- cites John 1990
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Interpretationown data§ ConclusionsAt the higher-order factor level, this study replicates and extends previous studies using a comprehensive model of personality (FFM).
“At the higher-order factor level, this study replicates and extends previous studies using a comprehensive model of personality (FFM).”
Quote in the paperSubstantial claim- Rests on an assumption: Personality traits increase the risk for cigarette smoking.
Classified as probably not a substantial claim.
Interpretationreasoning§ ConclusionsThe broad and heterogeneous nature of the dimensions studied may be another reason for inconsistency across studies.
“Another possible reason for inconsistency across studies is the broad and heterogeneous nature of the dimensions studied.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown data§ DiscussionNeuroticism and Conscientiousness may play a role in both smoking initiation and maintenance/cessation.
“suggesting that Neuroticism and Conscientiousness may play a role in both smoking initiation and maintenance/cessation.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductown data§ MethodBonferroni correction was performed to evaluate the statistical significance of mean differences among the three groups.
“In the major analysis reported in Table 1, Bonferroni correction was performed to evaluate the statistical significance of mean differences among the three groups.”
Quote in the paperSubstantial claimMay combine two claims.
Premisecitation§ ConclusionsLow Conscientiousness in children, but not Neuroticism or Extraversion, was a predictor of smoking in adulthood.
“A remarkable 24-year follow-up study (Kubicka et al. 2001) showed that low Conscientiousness in children, but not Neuroticism or Extraversion, was a predictor of smoking in adulthood.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kubicka et al. 2001
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Premisecitation§ ConclusionsCultural factors and public policy influence greatly the prevalence of smoking in the population and in turn the characteristics of smokers.
“Cultural factors and public policy influence greatly the prevalence of smoking in the population and in turn the characteristics of smokers (Hughes et al. 1997).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hughes et al. 1997
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Premisecitation§ ConclusionsPersonality traits are enduring dispositions and major determinants of behavior.
“Personality traits are enduring dispositions (McCrae & Costa 2003) and major determinants of behavior (Paunonen 2003).”
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- cites Paunonen 2003
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Study design and conductcitation§ MethodThe NEO-PI-R scales have shown longitudinal stability, cross-observer agreement, and convergent and discriminant validity in a large body of studies.
“NEO-PI-R scales have shown longitudinal stability, cross-observer agreement, and convergent and discriminant validity in a large body of studies (Costa & McCrae 1992).”
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Interpretationnone given§ ConclusionsThe use of an older sample provides insight especially into the former smokers group.
“the use of an older sample provides insight especially into the former smokers group.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ ConclusionsThe FFM traits are heritable and generalizable across cultures.
“Those traits have been shown to be heritable (e.g. Jang et al. 1998) and generalizable across-cultures (McCrae & Costa 1997, Paunonen et al. 2000, McCrae 2001b, see also Triandis & Suh 2002).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Jang et al. 1998
Not checked in the free run.
- cites McCrae & Costa 1997
Not checked in the free run.
- cites Paunonen et al. 2000
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown data§ MethodThe assumption of homogeneity of variance for the ANOVA was tested using the Levene statistic; no large violations were found and robust statistics produced consistent results.
“The assumption of homogeneity of variance for the ANOVA was tested using the Levene statistic. No large violations were found and robust statistics produced consistent results.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationreasoning§ ConclusionsThe inconsistency in the literature may derive from comparisons of studies that have used different instruments, different methods of classification of smoking status, or different populations sampled.
“The inconsistency in the literature may derive also from comparisons of studies that have used different instruments, different methods of classification of smoking status, or different populations sampled.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ DiscussionThe Pathways to Change System has efficacy evidenced by cessation rates of 22-26% in a general population.
“Efficacy is evidenced by cessation rates of 22-26% in a general population.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Velicer and Prochaska (1999)
Not checked in the free run.
Classified as probably not a substantial claim.
Premisecitation§ DiscussionVollrath and Torgersen (2002) reported that the Impulsive and Insecure personality types, which are both characterized by low Conscientiousness and high Neuroticism, are more likely to be current-smokers.
“Vollrath and Torgersen (2002) reported that the Impulsive and Insecure personality types, which are both characterized by low Conscientiousness and high Neuroticism, are more likely to be current-smokers.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Vollrath and Torgersen (2002)
Not checked in the free run.
May combine two claims.
Premisecitation§ DiscussionThe association of smoking with Extraversion was found in the US population before 1970-1980, but not in the last two decades, whereas the association is still found in countries with a high prevalence of smokers, such as Japan.
“Indeed, the association of smoking with Extraversion was found in the US population before 1970–1980 (Smith 1970), but not in the last two decades, whereas the association is still found in countries with a high prevalence of smokers, such as Japan (Arai et al. 1997).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Smith 1970
Not checked in the free run.
- cites Arai et al. 1997
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ DiscussionThe prevalence of smoking is constantly changing, with different trends in different times and cultures.
“As argued by Hughes et al. (1997), the prevalence of smoking is constantly changing, with different trends in different times and cultures.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hughes et al. (1997)
Not checked in the free run.
May combine two claims.
Interpretationreasoning§ DiscussionIndividuals with low scores on Agreeableness are antagonistic, hostile, and intolerant; they have lower needs for social approval and thus are more likely to start and continue smoking.
“Individuals with low scores on Agreeableness are antagonistic, hostile, and intolerant; they have lower needs for social approval and thus are more likely to start and continue smoking in spite of the deleterious effect of smoking upon other people”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ DiscussionRebelliousness, a trait closely related to low Agreeableness, contributes to the etiology of cigarette smoking.
“Some studies suggest that rebelliousness, a trait closely related to low Agreeableness, contributes to the etiology of cigarette smoking (Stewart & Livson 1966).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Stewart & Livson 1966
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone given§ DiscussionThe findings are likely to generalize to the US adult population today.
“Although the findings are likely to generalize to the US adult population today, historical and cross-cultural differences may shape the association of smoking status with personality traits.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationcitation§ DiscussionHistorical and cross-cultural differences may shape the association of smoking status with personality traits.
“Although the findings are likely to generalize to the US adult population today, historical and cross-cultural differences may shape the association of smoking status with personality traits.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown data§ DiscussionAnalyses on the present sample are highly consistent with Vollrath and Torgersen's findings and are somewhat consistent with Parkes' (1984) findings of an interaction between Neuroticism and Psychoticism but not with the finding of interaction between Neuroticism and Extraversion.
“Analyses on the present sample are highly consistent with their findings and are somewhat consistent with the Parkes’ (1984) findings of an interaction between Neuroticism and Psychoticism but not with the finding of interaction between Neuroticism and Extraversion.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Vollrath and Torgersen (2002)
Not checked in the free run.
- cites Parkes’ (1984)
Not checked in the free run.
The paper relies on this without support.
Personality traits increase the risk for cigarette smoking.
“it is important to identify individual difference variables particularly personality traits that increase the risk for cigarette smoking.”
The paper relies on this without support.
The four impulsivity-related facets play a role in smoking initiation, maintenance, or cessation.
“These facets likely play a role in smoking initiation, maintenance, or cessation, and only analyses at the facet level offer the opportunity to assess their importance.”
The paper relies on this without support.
The Five-Factor Model is a reasonably comprehensive taxonomy of personality traits.
“There has been great progress in trait psychology in the past 20 years, with a general consensus on the FFM as a reasonably comprehensive taxonomy of personality traits.”
The paper relies on this without support.
Conscientiousness has rarely been considered in previous studies.
“the personality dimension of Conscientiousness, which showed the largest association to smoking behavior in this study, has rarely been considered in previous studies.”
The paper relies on this without support.
Smokers are not a homogeneous group.
“However, evidence that smokers are not a homogeneous group suggests that a diversity of treatment modalities is necessary.”
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?
Elevated Neuroticism has been linked to smoking.
“With respect to health behaviors, elevated has been linked to weight gain and obesity [84, 109] and smoking [110], general etiologic factors in foreshortened longevity.”
From Personality and Longevity: Knowns, Unknowns, and Implications for Public Health and Personalized Medicine (2011) · cites this paper as [110]
Conscientiousness is negatively associated with current tobacco use.
“Given that conscientiousness has been positively associated with habitual physical activity [83] and negatively associated with body mass index [84] and current tobacco use [85], it could be argued that personality characteristics are an integral part of explaining the variance in chronotype and positive health behaviors.”
From Smoking, screen-based sedentary behavior, and diet associated with habitual sleep duration and chronotype: data from the UK Biobank (2016) · cites this paper as [85]
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(2) = 31reported p < .001 · recomputed p < .001
“χ2(2) = 31, p < .001”
- ConsistentF(2, 1634) = 36.7reported p < .001 · recomputed p < .001
“F(2, 1634) = 36.7, p < .001”
- ConsistentF(2, 1582) = 6.9reported p = .001 · recomputed p = .001
“F(2, 1582) = 6.9, p = .001”
- ConsistentF(2, 1635) = 25.62reported p < .001 · recomputed p < .001
“F(2, 1635) = 25.62, p < .001”
- ConsistentF(4, 3268) = 17.67reported p < .001 · recomputed p < .001
“F(4, 3268) = 17.67, p < .001”
- ConsistentF(6, 3266) = 14.02reported p < .001 · recomputed p < .001
“F(6, 3266) = 14.02, p < .001”
- ConsistentF(8, 3264) = 11.59reported p < .001 · recomputed p < .001
“F(8, 3264) = 11.59, p < .001”
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.
Some significant effect sizes fall below the stated "small" threshold
MinorThe paper defines η2 = .0099 as a small effect, but Table 1 reports η2 = .008 for the significant Openness to Values result. That value is below, rather than between, the stated small and medium thresholds.
“The η2 values are between small and medium effect size (Cohen 1988), which are consistent with previous studies.”
“O6: Values 49.85 a (10.8) 50.59 a (9.5) 53.57 b (10.3) 6.93 * .008”
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“A propensity to smoke is in part genetically determined (18) and is a known indicator of a tense personality (19, 20).”
BackgroundKotov, R., Gamez, W., Schmidt, F., & Watson, D. (2010) · Psychological Bulletin · doi:10.1037/a0020327 · Cited by 2,677 · see citing works
Public health significance of neuroticism
Lahey, B. B. (2009) · American Psychologist · doi:10.1037/a0015309 · Cited by 1,901 · see citing works
“Persons high in neuroticism are markedly more likely to smoke (Breslau, Novak, & Kessler, 2004; Malouff et al., 2006; Morissette, Tull, Gulliver, Kamholz, & Zimering, 2007; Terracciano & Costa, 2004) and to become dependent on alcohol and other drugs (Larkins & Sher, 2006).”
BackgroundPersonality Traits and Personal Values: A Meta-Analysis
Parks-Leduc, L., Feldman, G., & Bardi, A. (2015) · Personality and Social Psychology Review · doi:10.1177/1088868314538548 · Cited by 622 · see citing works
“…2004; Poropat, 2009), organizational psychology (e.g., Berson, Oreg, & Dvir, 2007; Lim & Ployhart, 2004), health psychology (e.g., Bergin, 1991; Terracciano & Costa, 2004), political psychology (e.g., Saucier, 2000; Schwartz, Caprara, & Vecchione, 2010), environmental psychology (e.g., Grunert…”
Personality, Well-Being, and Health*
Friedman, H. S., & Kern, M. L. (2014) · Annual Review of Psychology · doi:10.1146/annurev-psych-010213-115123 · Cited by 530 · see citing works
Terracciano, A., McCrae, R. R., Brant, L. J., & Costa, P. T. (2005) · Psychology and Aging · doi:10.1037/0882-7974.20.3.493 · Cited by 500 · see citing works
Self-citationIntelligence and Personality as Predictors of Illness and Death
Deary, I. J., Weiß, A., & Batty, G. D. (2010) · Gothic.net · doi:10.1177/1529100610387081 · Cited by 447 · see citing works
Five-Factor Model personality profiles of drug users
Terracciano, A., Löckenhoff, C. E., Crum, R. M., Bienvenu, O. J., & Costa, P. T. (2008) · BMC Psychiatry · doi:10.1186/1471-244x-8-22 · Cited by 424 · see citing works
“Compared to never users, current marijuana users scored higher on Openness and lower on Agreeableness and Conscientiousness (see Table 3).”
BackgroundResultInfluentialSelf-citationPersonality and obesity across the adult life span.
Sutin, A. R., Ferrucci, L., Zonderman, A. B., & Terracciano, A. (2011) · Journal of Personality and Social Psychology · doi:10.1037/a0024286 · Cited by 411 · see citing works
Self-citationAnxiety, anxiety disorders, tobacco use, and nicotine: A critical review of interrelationships.
Morissette, S. B., Tull, M. T., Gulliver, S. B., Kamholz, B. W., & Zimering, R. T. (2007) · Psychological Bulletin · doi:10.1037/0033-2909.133.2.245 · Cited by 380 · see citing works
Meta-analysis of genome-wide association studies for personality
de Moor, M. H. M., Costa, P. T., Terracciano, A., Krueger, R. F., de Geus, E. J. C., Toshiko, T., Penninx, B. W. J. H., Esko, T., Madden, P. A. F., Derringer, J. L., et al. (2010) · Molecular Psychiatry · doi:10.1038/mp.2010.128 · Cited by 370 · see citing works
Self-citationWang, C.-W., Ho, R. T. H., Chan, C. L. W., & Tse, S. (2015) · Addictive Behaviors · doi:10.1016/j.addbeh.2014.10.039 · Cited by 314 · see citing works
“Evidence indicates that some personality traits are correlated with substance use (Terracciano & Costa, 2004), gambling (Miller et al., 2013), antisocial behaviors and violence (Yu, Geddes, & Fazel, 2012).”
BackgroundPersonality and smoking: individual‐participant meta‐analysis of nine cohort studies
Hakulinen, C. A., Hintsanen, M., Munafo, M. R., Virtanen, M., Mika Kivimaki, B., Batty, G. D., & Jokela, M. M. (2015) · Addiction · doi:10.1111/add.13079 · Cited by 269 · see citing works
“Previous research has also reported differences in personality characteristics—which refers to individual differences in feelings, thoughts and actions [7]—between smokers and non-smokers [8,9].”
ResultChapman, B. P., Roberts, B., & Duberstein, P. (2011) · Journal of Aging Research · doi:10.4061/2011/759170 · Cited by 283 · see citing works
Psychological and behavioural responses to Coronavirus disease 2019: The role of personality
Aschwanden, D., Strickhouser, J. E., Sesker, A. A., Lee, J. H., Luchetti, M., Stéphan, Y., Sutin, A. R., & Terracciano, A. (2020) · European Journal of Personality · doi:10.1002/per.2281 · Cited by 260 · see citing works
“(2020) DOI: 10.1002/per combination when it comes to the adoption of health behaviours, as reported in previous research (Terracciano & Costa, 2004).”
BackgroundMethodInfluentialSelf-citationPersonality and cognitive decline in older adults: data from a longitudinal sample and meta-analysis
Luchetti, M., Terracciano, A., Stephan, Y., & Sutin, A. R. (2016) · The Journals of Gerontology Series B: Psychological Sciences and Social Sciences · doi:10.1093/geronb/gbu184 · Cited by 242 · see citing works
“Conscientious individuals tend to engage in fewer healthrisk behaviors, such as smoking and sedentary behaviors (Rhodes & Smith, 2006; Terracciano & Costa, 2004), have better health profiles, such as healthier weight and”
BackgroundSelf-citationPersonality Predictors of Longevity: Activity, Emotional Stability, and Conscientiousness
Terracciano, A., Löckenhoff, C. E., Zonderman, A. B., Ferrucci, L., & Costa, P. T. (2008) · Psychosomatic Medicine · doi:10.1097/psy.0b013e31817b9371 · Cited by 242 · see citing works
“They are less likely to smoke or abuse drugs (5) and more likely to exercise and control weight (8,52), which have large impact on mortality risk (10).”
Self-citationThe Five-Factor Model of Personality and Smoking: A Meta-Analysis
Malouff, J. M., Thorsteinsson, E., & Schutte, N. S. (2006) · Journal of Drug Education · doi:10.2190/9ep8-17p8-ekg7-66ad · Cited by 236 · see citing works
Venkatesh, V., Sykes, T. A., & Venkatraman, S. (2013) · Information Systems Journal · doi:10.1111/isj.12008 · Cited by 229 · see citing works
Personality and physiological reactions to acute psychological stress
Bibbey, A., Carroll, D., Roseboom, T. J., Phillips, A. C., & de Rooij, S. R. (2012) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2012.10.018 · Cited by 216 · see citing works
Turiano, N. A., Whiteman, S. D., Hampson, S. E., Roberts, B. W., & Mroczek, D. K. (2012) · Journal of Research in Personality · doi:10.1016/j.jrp.2012.02.009 · Cited by 209 · see citing works
“Nevertheless, our results are consistent with several recent studies that discovered interactions among personality traits in predicting substance use (Terracciano & Costa, 2004; Vollrath & Torgersen, 2002) as well as health outcomes (Friedman, Kern, & Reynolds, 2010).”
BackgroundResultTuriano, N. A., Mroczek, D. K., Moynihan, J., & Chapman, B. P. (2013) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2012.10.020 · Cited by 206 · see citing works
“…, evidence suggests individuals scoring higher in Neuroticism are more likely to drink and smoke, but when these individuals are also high in Conscientiousness they are more likely to refrain from such behaviors (Terracciano and Costa, 2004; Turiano et al., 2012; Vollrath and Torgersen, 2002).”
BackgroundResultPredicting domain‐specific risk taking with the HEXACO personality structure
Weller, J. A., & Tikir, A. (2010) · Journal of Behavioral Decision Making · doi:10.1002/bdm.677 · Cited by 205 · see citing works
“…Journal of Behavioral Decision Making, (2010) DOI: 10.1002/bdm conscientiousness has been found to be associated with a host of risky health/safety behaviors, including risky sexual behavior (Trobst et al., 2000), smoking (Terracciano & Costa, 2004), and substance abuse (Terracciano et al., 2008).”
BackgroundInfluentialFacets of Personality Linked to Underweight and Overweight
Terracciano, A., Sutin, A. R., McCrae, R. R., Deiana, B., Ferrucci, L., Schlessinger, D., Uda, M., & Costa, P. T. (2009) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3181a2925b · Cited by 198 · see citing works
Self-citationMüller, K. W., Beutel, M. E., Egloff, B., & Wölfling, K. (2013) · European Addiction Research · doi:10.1159/000355832 · Cited by 200 · see citing works
Chapman, B. P., Hampson, S., & Clarkin, J. (2014) · Developmental Psychology · doi:10.1037/a0034135 · Cited by 166 · see citing works
Juhász, G., Chase, D. S., Pegg, E., Downey, D., Toth, Z. G., Stones, K., Platt, H., Mekli, K., Payton, A., Elliott, R., et al. (2009) · Neuropsychopharmacology · doi:10.1038/npp.2009.19 · Cited by 166 · see citing works
“Substance use disorders, especially smoking (Terracciano and Costa, 2004), alcohol (Malouff et al, 2007), marijuana (Terracciano et al, 2008), and polysubstance abuse (McCormick et al, 1998) have also been associated with a high neuroticism/low agreeableness phenotype.”
BackgroundAxelsson, M., Brink, E., Lundgren, J., & Lötvall, J. O. (2011) · PLoS ONE · doi:10.1371/journal.pone.0018241 · Cited by 188 · see citing works
Iwasa, H., Masui, Y., Gondo, Y., Inagaki, H., 河合, 千., & Suzuki, T. (2008) · American Journal of Geriatric Psychiatry · doi:10.1097/jgp.0b013e3181662ac9 · Cited by 164 · see citing works
Five-factor model personality traits and inflammatory markers: New data and a meta-analysis
Luchetti, M., Barkley, J. M., Stephan, Y., Terracciano, A., & Sutin, A. R. (2014) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2014.08.014 · Cited by 162 · see citing works
Self-citationPersonality traits and risk of cognitive impairment and dementia
Terracciano, A., Stéphan, Y., Luchetti, M., Albanese, E., & Sutin, A. R. (2017) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2017.01.011 · Cited by 153 · see citing works
“…lifestyle, cigarette smoking, and other behavioral, cardiovascular, and metabolic risk factors for dementia that could mediate the association between personality and dementia (Friedman, 2000; Hampson, 2012; Jokela et al., 2014; Sutin et al., 2011; Sutin et al., 2016; Terracciano and Costa, 2004).”
Self-citationThe associations between personality, diet and body mass index in older people.
Mõttus, R., McNeill, G., Jia, X., Craig, L. C. A., Starr, J. M., & Deary, I. J. (2013) · Health Psychology · doi:10.1037/a0025537 · Cited by 171 · see citing works
Duberstein, P. R., Chapman, B. P., Tindle, H. A., Sink, K. M., Bamonti, P., Robbins, J., Jerant, A. F., & Franks, P. (2011) · Psychology and Aging · doi:10.1037/a0021377 · Cited by 146 · see citing works
Patterson, F., Malone, S. K., Lozano, A., Grandner, M. A., & Hanlon, A. L. (2016) · Annals of Behavioral Medicine · doi:10.1007/s12160-016-9797-5 · Cited by 144 · see citing works
“Given that conscientiousness has been positively associated with habitual physical activity [83] and negatively associated with body mass index [84] and current tobacco use [85], it could be argued that personality characteristics are an integral part of explaining the variance in chronotype and positive health behavi…”
BackgroundLiao, Z., Huang, Q., Huang, S., Tan, L., Shao, T., Fang, T., Chen, X., Lin, S., Qi, J., Cai, Y., et al. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.598585 · Cited by 142 · see citing works
“Smokers scored higher on neuroticism and lower on conscientiousness and agreeableness than non-smokers (19).”
BackgroundMolecular Genetics of Addiction and Related Heritable Phenotypes
Uhl, G. R., Drgon, T., Johnson, C., Li, C., Contoreggi, C. S., Hess, J., Naiman, D. Q., & Liu, Q. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1441.018 · Cited by 139 · see citing works
Self‐Regulation and the Five‐Factor Model of Personality Traits
McCrae, R. R., & Löckenhoff, C. E. (2010) · doi:10.1002/9781444318111.ch7 · Cited by 136 · see citing works
Personality and location-based social networks
Chorley, M. J., Whitaker, R. M., & Allen, S. M. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2014.12.038 · Cited by 124 · see citing works
“Location-based variables (number of distinct venues visited, diversity of checkins, diversity of venues visited, number of sociable venues visited, average popularity of venues visited) reflect the characteristics of a place, venue categorisation or spatial distance.”
BackgroundPersonality traits and eating habits in a large sample of Estonians.
Mõttus, R., Realo, A., Allïk, J., Deary, I. J., Esko, T., & Metspalu, A. (2012) · Health Psychology · doi:10.1037/a0027041 · Cited by 121 · see citing works
Lawrence, D., Mitrou, F., & Zubrick, S. R. (2011) · BMC Public Health · doi:10.1186/1471-2458-11-256 · Cited by 122 · see citing works
“It has also been suggested that the strong association between anxiety, depression and smoking could be conceptualised in terms of neuroticism - the general personality trait that encompasses long-term and persistent susceptibility to anxiety and depressive symptoms [62,63].”
BackgroundA Five–Factor Theory Perspective on Causal Analysis
McCrae, R. R., & Sutin, A. R. (2018) · European Journal of Personality · doi:10.1002/per.2134 · Cited by 120 · see citing works
“Similarly, investigative vocational interests might be a proximal cause of career choices, and Openness the distal cause (Costa, McCrae, & Holland, 1984); a nicotine addiction the proximal cause of smoking behaviour, and Neuroticism a distal cause (Terracciano & Costa, 2004).”
Identification of the healthy neurotic: Personality traits predict smoking after disease onset
Weston, S. J., & Jackson, J. J. (2014) · Journal of Research in Personality · doi:10.1016/j.jrp.2014.04.008 · Cited by 119 · see citing works
“This study replicates previous findings that healthy neurotics smoke less (Terracciano & Costa, 2004; Vollrath & Torgersen, 2002).”
BackgroundResultKale, D., Stautz, K., & Cooper, A. (2018) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2018.01.003 · Cited by 96 · see citing works
“…46 S 138 NS 33 0 92 Community CS BIS/BASFS BIS/BAS SS RS ST 0.32 0.0005 Tapper et al (2015) 46 S 0 Community CS BIS/BASFS BIS/BAS SS RD ND 0.16 0.30 Terracciano & Costa (2004) 116 S 1638 NS 60.3 50 Community CS NEO-PI-R NU ST 0.12 Terracciano et al (2008) 318 S 770 NS 56.6 4 38 63 Community CS…”
InfluentialPersonality and resilience to Alzheimer's disease neuropathology: a prospective autopsy study
Terracciano, A., Iacono, D., O’Brien, R. J., Troncoso, J. C., An, Y., Sutin, A. R., Ferrucci, L., Zonderman, A. B., & Resnick, S. M. (2013) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2012.08.008 · Cited by 113 · see citing works
“…with body mass index (BMI; calculated as weight in kg/height [m2])(Sutin et al., 2011; Magee and Heaven, 2011) and cigarette smoking (ever smoked) (Terracciano and Costa, 2004), which are risk factors for dementia (Daviglus et al., 2010; Barnes and Yaffe, 2011), we examined BMI and ever smoking…”
Self-citationWeller, J. A., Levin, I. P., & Bechara, A. (2009) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803390902881926 · Cited by 111 · see citing works
Rettenberger, M., Klein, V., & Briken, P. (2016) · Archives of Sexual Behavior · doi:10.1007/s10508-014-0399-7 · Cited by 111 · see citing works
Lifelong Pathways to Longevity: Personality, Relationships, Flourishing, and Health
Kern, M. L., Porta, S. S. D., & Friedman, H. S. (2013) · Journal of Personality · doi:10.1111/jopy.12062 · Cited by 109 · see citing works
Emotionally Stable, Intelligent Men Live Longer: The Vietnam Experience Study Cohort
Weiß, A., Galé, C. R., Batty, G. D., & Deary, I. J. (2009) · Psychosomatic Medicine · doi:10.1097/psy.0b013e318198de78 · Cited by 109 · see citing works
Cholesterol, triglycerides, and the Five-Factor Model of personality
Sutin, A. R., Terracciano, A., Deiana, B., Uda, M., Schlessinger, D., Lakatta, E. G., & Costa Jr., P. T. (2010) · Biological Psychology · doi:10.1016/j.biopsycho.2010.01.012 · Cited by 109 · see citing works
“Such individuals, for example, are more likely to smoke (Terracciano & Costa, 2004), abuse drugs (Terracciano, Löckenhoff, Crum, Bienvenu, & Costa, 2008), and binge eat and drink (Benjamin & Wulfert, 2005).”
BackgroundSelf-citationFive-Factor Model personality traits, materialism, and excessive buying: A mediational analysis
López, X. M. O., & Villardefrancos, E. (2013) · Personality and Individual Differences · doi:10.1016/j.paid.2012.12.013 · Cited by 109 · see citing works
Overlapping Neural Endophenotypes in Addiction and Obesity
Michaud, A., Vainik, U., García‐García, I., & Dagher, A. (2017) · Frontiers in Endocrinology · doi:10.3389/fendo.2017.00127 · Cited by 103 · see citing works
McClernon, F. J., Hiott, F. B., Westman, E. C., Rose, J. E., & Levin, E. D. (2006) · Psychopharmacology · doi:10.1007/s00213-006-0516-y · Cited by 106 · see citing works
“Smokers are higher in trait negative affect than their nonsmoking counterparts ( Terracciano and Costa 2004 ), and a disproportionately large number of individuals with lifetime depression smoke (Lasser et al. 2000).”
Five-factor model personality traits in opioid dependence
Kornør, H., & Nordvik, H. (2007) · BMC Psychiatry · doi:10.1186/1471-244x-7-37 · Cited by 105 · see citing works
“Further, while high Neuroticism and low Conscientiousness are consistent elements in substance use disorder personality profiles across studies [23,25-29], there are examples of studies where low Agreeableness failed to emerge [24,26,28], indicating a weaker association.”
Personality and metabolic syndrome
Sutin, A. R., Costa, P. T., Uda, M., Ferrucci, L., Schlessinger, D., & Terracciano, A. (2010) · AGE · doi:10.1007/s11357-010-9153-9 · Cited by 102 · see citing works
“For example, they tend to weigh more (Terracciano et al. 2009), smoke ( Terracciano and Costa 2004 ), exercise less (Courneya and Hellsten 1998 ), and engage in binge eating or drinking (Benjamin and Wulfert 2005).”
BackgroundSelf-citationThe comorbidity of tobacco smoking and gambling: A review of the literature
McGrath, D. S., & Barrett, S. P. (2009) · Drug and Alcohol Review · doi:10.1111/j.1465-3362.2009.00097.x · Cited by 100 · see citing works
Cigarette Smoking and Onset of Mood and Anxiety Disorders
Mojtabai, R., & Crum, R. M. (2013) · American Journal of Public Health · doi:10.2105/ajph.2012.300911 · Cited by 99 · see citing works
Big five personality factors and cigarette smoking: A 10-year study among US adults
Zvolensky, M. J., Taha, F., Bono, A. D., & Goodwin, R. D. (2015) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2015.02.008 · Cited by 96 · see citing works
Personality, Metabolic Rate and Aerobic Capacity
Terracciano, A., Schrack, J. A., Sutin, A. R., Chan, W., Simonsick, E. M., & Ferrucci, L. (2013) · PLoS ONE · doi:10.1371/journal.pone.0054746 · Cited by 96 · see citing works
Self-citationIronson, G. H., O’Cleirigh, C. M., Weiß, A., Schneiderman, N., & Costa, P. T. (2008) · Psychosomatic Medicine · doi:10.1097/psy.0b013e31816422fc · Cited by 93 · see citing works
“We also examined circumplex combinations (profiles) of the five factors (taken two at a time), which hold the potential to reveal associations that would not be seen when considering the domains separately and have been associated with health behaviors above and beyond their component domains (28).”
BackgroundSelf-citationLow Life Course Socioeconomic Status (SES) is Associated with Negative NEO PI-R Personality Patterns
Jonassaint, C. R., Siegler, I. C., Barefoot, J. C., Edwards, C. L., & Williams, R. B. (2009) · International Journal of Behavioral Medicine · doi:10.1007/s12529-009-9069-x · Cited by 94 · see citing works
“Health behaviors such as smoking have been associated with higher neuroticism and lower conscientiousness and agreeableness [29].”
Impulsivity and cigarette craving: differences across subtypes
Doran, N., Cook, J., McChargue, D. E., & Spring, B. (2009) · Psychopharmacology · doi:10.1007/s00213-009-1661-x · Cited by 93 · see citing works
“Disinhibition”
Estimating the Effect of Smoking Cessation on Weight Gain: An Instrumental Variable Approach
Eisenberg, D., & Quinn, B. C. (2006) · Health Services Research · doi:10.1111/j.1475-6773.2006.00594.x · Cited by 91 · see citing works
“Third, quitters are less impulsive on average (Wurtman 1993; Cinciripini et al. 2003; Terracciano and Costa 2004).”
BackgroundWeiß, A., Sutin, A. R., Duberstein, P. R., Friedman, B., Bagby, R. M., & Costa, P. T. (2009) · American Journal of Geriatric Psychiatry · doi:10.1097/jgp.0b013e31819d859d · Cited by 90 · see citing works
“(40) More broadly, personality styles derived from the FFM are associated with other important health outcomes, such as smoking(37) and HIV disease progression(41) and thus may also contribute to the development of depression.”
BackgroundSelf-citationMechanisms Underlying the Comorbidity of Tobacco Use in Mental Health and Addictive Disorders
Morisano, D., Bacher, I., Audrain-McGovern, J. E., & George, T. P. (2009) · The Canadian Journal of Psychiatry · doi:10.1177/070674370905400603 · Cited by 89 · see citing works
Avi Besser, A., & Shackelford, T. K. (2006) · Personality and Individual Differences · doi:10.1016/j.paid.2006.10.011 · Cited by 86 · see citing works
“The same interaction is important for many health risk behaviors, such as smoking (see Terracciano & Costa, 2004 ).”
BackgroundLöckenhoff, C. E., Sutin, A. R., Ferrucci, L., & Costa, P. T. (2008) · Journal of Research in Personality · doi:10.1016/j.jrp.2008.05.006 · Cited by 85 · see citing works
“These characteristics may jeopardize objective health by suppressing immune responses (e.g., Phillips, Carroll, Burns, & Drayson, 2005) and promoting risky behaviors (e.g., Booth-Kewley & Vickers, 1994; Terracciano & Costa, 2004).”
BackgroundSelf-citationImpulsivity is Associated with Uric Acid: Evidence from Humans and Mice
Sutin, A. R., Cutler, R. G., Camandola, S., Uda, M., Feldman, N. H., Cucca, F., Zonderman, A. B., Mattson, M. P., Ferrucci, L., Schlessinger, D., et al. (2013) · Biological Psychiatry · doi:10.1016/j.biopsych.2013.02.024 · Cited by 86 · see citing works
“First, because smoking and body mass index (BMI) are associated with both impulsivity-related traits (20,21) and uric acid (22,23), we tested whether smoking and BMI contributed to the relation between impulsivity and uric acid.”
BackgroundSelf-citationPersonality traits and illicit substances: The moderating role of poverty
Sutin, A. R., Evans, M. K., & Zonderman, A. B. (2012) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2012.10.020 · Cited by 84 · see citing works
Associations between personality traits, physical activity level, and muscle strength
Tolea, M. I., Terracciano, A., Simonsick, E. M., Metter, E. J., Costa, P. T., & Ferrucci, L. (2012) · Journal of Research in Personality · doi:10.1016/j.jrp.2012.02.002 · Cited by 83 · see citing works
Self-citationDo personality characteristics predict longevity? Findings from the Tokyo Centenarian Study
Masui, Y., Gondo, Y., Inagaki, H., & Hirose, N. (2006) · AGE · doi:10.1007/s11357-006-9024-6 · Cited by 85 · see citing works
Costa, P. T., Weiss, A., Duberstein, P. R., Friedman, B., & Siegler, I. C. (2014) · Psychosomatic Medicine · doi:10.1097/psy.0000000000000070 · Cited by 83 · see citing works
Self-citationSkeel, R. L., Neudecker, J., Pilarski, C. R., & Pytlak, K. (2007) · Personality and Individual Differences · doi:10.1016/j.paid.2006.11.025 · Cited by 82 · see citing works
The Place of the FFM in Personality Psychology
McCrae, R. R. (2010) · Psychological Inquiry · doi:10.1080/10478401003648773 · Cited by 84 · see citing works
“Age and gender affect trait levels ( McCrae et al, 2005 ); personality traits affect health habits and ultimately longevity ( Terracciano & Costa, 2004 ; Weiss & Costa, 2005 ); wealth affects the attribution of personality traits ( Fiske, Cuddy, Glick, & Xu, 2002 ).”
BackgroundCaracterísticas psicológicas associadas ao comportamento de fumar tabaco
Rondina, R. D. C., Gorayeb, R., & Botelho, C. F. (2007) · Jornal Brasileiro de Pneumologia · doi:10.1590/s1806-37132007000500016 · Cited by 92 · see citing works
Personality traits and health‐risk behaviours in university students
Hong, R. Y. S., & Paunonen, S. V. (2009) · European Journal of Personality · doi:10.1002/per.736 · Cited by 78 · see citing works
Personality traits associated with caffeine intake and smoking
Manuel Gurpegui, A., Jurado, D., Luna, J. D. D., Fernández-Molina, C., Abril, O. M., & Gálvez, R. (2007) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2007.02.006 · Cited by 76 · see citing works
“…drugs have been extensively documented (Eysenck et al., 1960; Zuckerman et al., 1990; Cloninger et al., 1995; Mitchell, 1999; Carton et al., 2000; Sher et al., 2000; Etter et al., 2003; Le Bon et al., 2004; Pomerleau et al., 2004; Terracciano and Costa, 2004; Laucht et al., 2005; Hu et al., 2006).”
BackgroundPsychosocial differences between smokers and non-smokers during pregnancy
Maxson, P. J., Edwards, S. E., Ingram, A., & Miranda, M. L. (2011) · Addictive Behaviors · doi:10.1016/j.addbeh.2011.08.011 · Cited by 76 · see citing works
Personality Traits, Emotional Intelligence, and Multiple Happiness
Furnham, A. F., & Christoforou, I. C. (2007) · UCL Discovery (University College London) · Cited by 75 · see citing works
Association between personality and adolescent smoking
Harakeh, Z., Scholte, R. H. J., de Vries, H., & Engels, R. C. M. E. (2005) · Addictive Behaviors · doi:10.1016/j.addbeh.2005.05.003 · Cited by 75 · see citing works
Bacher, I. (2011) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2011.82 · Cited by 71 · see citing works
Egervári, G., Ciccocioppo, R., Jentsch, J. D., & Hurd, Y. L. (2017) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2017.05.019 · Cited by 75 · see citing works
Burns, J. A., Kroll, D. S., Feldman, D. E., Liu, C. K., Manza, P., Wiers, C. E., Volkow, N. D., & Wang, G. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00626 · Cited by 72 · see citing works
Interplay of genetic risk factors and parent monitoring in risk for nicotine dependence
Chen, L., Johnson, E. O., Breslau, N., Hatsukami, D., Saccone, N. L., Grucza, R. A., Wang, J. C. C., Hinrichs, A. L., Fox, L. W., Goate, A., et al. (2009) · Addiction · doi:10.1111/j.1360-0443.2009.02697.x · Cited by 70 · see citing works
Rose, R. J., Broms, U., Korhonen, T., Dick, D. M., & Kaprio, J. A. (2009) · Springer eBooks · doi:10.1007/978-0-387-76727-7_28 · Cited by 68 · see citing works
Personality, psychiatric disorders, and smoking in middle-aged adults
Kahler, C. W., Daughters, S. B., Leventhal, A. M., Rogers, M. L., Clark, M. A., Colby, S. M., Boergers, J., Ramsey, S. E., Abrams, D. B., Niaura, R., et al. (2009) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntp073 · Cited by 66 · see citing works
A holistic approach to healthy ageing: how can people live longer, healthier lives?
Calder, P. C., Carding, S. R., Christopher, G., Kuh, D. J., Langley‐Evans, S. C., & McNulty, H. (2018) · Journal of Human Nutrition and Dietetics · doi:10.1111/jhn.12566 · Cited by 66 · see citing works
Impulsiveness and Cigarette Smoking
Flory, J. D., & Manuck, S. B. (2009) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3181988c2d · Cited by 64 · see citing works
“A large body of research has examined the association of cigarette use with individual differences in the major dimensions of personality, including cross-sectional surveys that evaluate group differences between smokers and nonsmokers and/or ex-smokers on widely-used trait measures of broad dimensions of personality…”
BackgroundThe influence of personality traits on occupant behavioural patterns
Schweiker, M., Hawighorst, M., & Wagner, A. (2016) · Energy and Buildings · doi:10.1016/j.enbuild.2016.09.019 · Cited by 63 · see citing works
Chung, M. C., Berger, Z. E., Jones, R. C. M., & Rudd, H. (2006) · International Journal of Geriatric Psychiatry · doi:10.1002/gps.1624 · Cited by 62 · see citing works
Bloom, E. L., Matsko, S. V., & Cimino, C. R. (2013) · Addiction Research & Theory · doi:10.3109/16066359.2013.867432 · Cited by 60 · see citing works
“…of impulsivity (Bernow et al., 2011; Carton, Jouvent, & Widlocher, 1994; Dinn, Aycicegi, & Harris, 2004; Geist & Herrmann, 1990; Golding, Harpur, & BrentSmith, 1983; Kassel, Shiffman, Gnys, Paty, & ZettlerSegal, 1994; Mitchell, 1999; Terracciano & Costa, 2004; Zuckerman, Ball, & Black, 1990).”
Openness and conscientiousness predict 34-SSweek patterns of Interleukin-6 in older persons
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Compulsive buying and the Five Factor Model of personality: A facet analysis
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Grevenstein, D., Bluemke, M., & Jungaberle, H. (2016) · Health and Quality of Life Outcomes · doi:10.1186/s12955-016-0412-z · Cited by 56 · see citing works
“Specifically, it predicts alcohol use [47–49] and smoking habits [50, 51].”
BackgroundPersonality factors and styles among college students who binge eat and drink.
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Personality types and risky health behaviors in Norwegian students
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Cross-cultural studies of personality traits and their relevance to psychiatry
Terracciano, A., & McCrae, R. R. (2006) · Epidemiologia e Psichiatria Sociale · doi:10.1017/s1121189x00004425 · Cited by 57 · see citing works
“…predictors of important outcomes (Paunonen, 2003, Ozer & Benet-Martínez, 2006), including a variety of health risk behaviors (Trobst et al., 2002, Terracciano & Costa, 2004), well-being (Costa & McCrae, 1980), emotional experience (Terracciano et al., 2003a,b), academic performance…”
BackgroundSelf-citationImpact of Personality on Cognitive Aging: A Prospective Cohort Study
Caselli, R. J., Dueck, A. C., Locke, D. E. C., Henslin, B. R., Johnson, T. A., Woodruff, B. K., Hoffman‐Snyder, C., & Geda, Y. E. (2016) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617716000527 · Cited by 57 · see citing works
Population modeling with machine learning can enhance measures of mental health
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“The complementary patterns re-lated to traditional construct semantics: High consumption of cigarettes is associated with neuroticism [56]; excessive drinking may lead to brain atrophy and cognitive decline [57]—both common correlates of increased brain age [22, 58].”
A Longitudinal Study of Adolescent Internet Addiction
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“First, lower conscientiousness has been consistently associated with various forms of addiction including substance abuse (Kotov, Gamez, Schmidt, & Watson, 2010), alcoholism (Alminhana & Farias, 2014), and smoking (Terracciano & Costa, 2004).”
BackgroundResultPersonality and frailty: Evidence from four samples
Stéphan, Y., Sutin, A. R., Canada, B., et al. (2016) · Journal of Research in Personality · doi:10.1016/j.jrp.2016.12.006 · Cited by 52 · see citing works
“Individuals low in agreeableness are more likely to engage in health-risk behaviors across the lifespan such as smoking (Terracciano & Costa, 2004) and heavy alcohol consumption (Hakulinen et al., 2015), which may culminate in higher frailty in old age.”
BackgroundSelf-citation
- Authors
- Terracciano, A., & Costa, P. T.
- Affiliations
- National Institutes of Health (US)
- Corresponding author
- Terracciano, Antonio
- Venue
- Addiction
- Publisher
- Wiley
- Published
- 2004-03-25
- Volume
- 99
- Issue
- 4
- Pages
- 472-481
- ISSN
- 0965-2140 (ISSN-L)
- 1360-0443
- PMC
- PMC2376761
- OpenAlex
- W2097167091
- Cited by
- 422
- References
- 84
- Citations by year
- 2026: 5 · 2025: 12 · 2024: 13 · 2023: 15 · 2022: 28 · 2021: 17 · 2020: 27 · 2019: 25 · 2018: 22 · 2017: 27 · 2016: 23 · 2015: 22 · 2014: 31 · 2013: 27 · 2012: 22
- FWCI
- 6.80
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Addiction (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (Z99 AG999999)
- National Institute on Aging (ZIAAG000197, ZIAAG000183)
- Topics
- Health Sciences › Medicine › Physiology › Smoking Behavior and Cessation
- Social Sciences › Psychology › Clinical Psychology › Personality Traits and Psychology
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Keywords
- cigarette smoking, Big Five personality traits, personality traits, neuroticism, conscientiousness, agreeableness, former smokers, personality facets, impulsivity, excitement seeking, self-control, deliberation, smoking cessation, smoking prevention, older adults
- MeSH terms
- Adult, Aged, Aged, 80 and over, Analysis of Variance, Attitude to Health, Cross-Sectional Studies, Female, Humans, Male, Middle Aged, Models, Psychological, Neurotic Disorders, Personality Assessment, Personality Disorders, Risk-Taking, Smoking
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