Around the world, adolescence is a time of heightened sensation seeking and immature self-regulation.
Open accessAbstract
The dual systems model of adolescent risk‐taking portrays the period as one characterized by a combination of heightened sensation seeking and still‐maturing self‐regulation, but most tests of this model have been conducted in the United States or Western Europe. In the present study, these propositions are tested in an international sample of more than 5000 individuals between ages 10 and 30 years from 11 countries in Africa, Asia, Europe and the Americas, using a multi‐method test battery that includes both self‐report and performance‐based measures of both constructs. Consistent with the dual systems model, sensation seeking increased between preadolescence and late adolescence, peaked at age 19, and declined thereafter, whereas self‐regulation increased steadily from preadolescence into young adulthood, reaching a plateau between ages 23 and 26. Although there were some variations in the magnitude of the observed age trends, the developmental patterns were largely similar across countries.
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Written from the paper’s full text.
TL;DR
This cross-sectional, 11-country study finds that sensation seeking follows an inverted-U pattern, peaking around age 19, while self-regulation increases into the mid-20s and then plateaus. The broad developmental patterns are largely similar across countries, supporting central predictions of the dual systems model.
Key findings
- In the full sample, sensation seeking increased across adolescence, peaked at age 19, and declined thereafter (linear age \(b = 0.35\), \(SE = 0.15\), \(p = .02\); quadratic age \(b = -0.19\), \(SE = 0.03\), \(p < .001\)); from ages 20 to 30 it decreased significantly (\(b = -2.00\), \(SE = 0.47\), \(p < .001\)).
- Self-regulation increased until the early-to-mid-20s (linear age \(b = 2.60\), \(SE = 0.15\), \(p < .001\); quadratic age \(b = -0.20\), \(SE = 0.03\), \(p < .001\)), peaked at age 24, and did not change significantly after age 25 (\(b = -0.77\), \(SE = 1.40\), \(p = .59\)).
- Country differences were significant for both composites (sensation seeking \(\Delta\chi^2(20) = 46.91\), \(p < .05\); self-regulation \(\Delta\chi^2(20) = 95.76\), \(p < .05\)), but most deviations were differences in degree rather than shape.
- Sensation seeking showed a significant inverted-U pattern in 7 of 11 countries; self-regulation increased significantly with age in 9 of 11 countries, with no systematic age variation in India and Jordan.
Methods
- Cross-sectional multinational sample: final analytic \(N = 5,105\) participants aged 10–30 from 11 countries (China, Colombia, Cyprus, India, Italy, Jordan, Kenya, the Philippines, Sweden, Thailand, and the US); initial sample \(N = 5,404\).
- Multi-method battery: sensation-seeking composite from modified Iowa Gambling Task, 6-item self-reported sensation seeking, and Stoplight game; self-regulation composite from Stroop task, self-reported planning, and Tower of London task.
- Analyses used regression with age and age-squared terms, controlling for parental education and WASI Matrix Reasoning scores, plus multiple-group structural equation models to test country differences; missing data handled with FIML and bootstrapped standard errors.
Limitations
- Stated: recruitment via flyers, schools, ads, and word of mouth meant the authors could not determine whether respondents differed from nonrespondents; they also declined post hoc explanations for unexpected country-level deviations.
- Stated: computerized WASI scores may not be comparable to traditionally administered WASI scores.
- Evident: the cross-sectional design cannot establish within-person developmental change, and measurement invariance was tested only for the self-report scales, not the behavioral tasks.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
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- Findingown data
Self-regulation increased steadily from preadolescence into young adulthood, reaching a plateau between ages 23 and 26.
“Consistent with the dual systems model, sensation seeking increased between preadolescence and late adolescence, peaked at age 19, and declined thereafter, whereas self-regulation increased steadily from preadolescence into young adulthood, reaching a plateau between ages 23 and 26.”
Quote in the paperSubstantial claim - Findingown data
The developmental patterns of sensation seeking and self-regulation were largely similar across countries.
“Although there were some variations in the magnitude of the observed age trends, the developmental patterns were largely similar across countries.”
Quote in the paperSubstantial claim - Findingown data
There were variations in the magnitude of the observed age trends across countries.
“Although there were some variations in the magnitude of the observed age trends, the developmental patterns were largely similar across countries.”
Quote in the paperNot a substantial claim - Findingown data
In China, Italy, and the Philippines, sensation seeking followed an inverted-U pattern across age.
“Although the age effects observed in China, Italy, and the Philippines differed from those of the aggregate, sensation seeking nevertheless followed an inverted-U pattern across age in each of these countries.”
Quote in the paperNot a substantial claim - Findingown data
Self-regulation increased linearly with age in Colombia, Cyprus, Kenya, Sweden, and Thailand.
“Self-regulation increased linearly with age in Colombia (b = 2.45, SE = 0.46, p <.001), Cyprus (b = 2.00, SE = 0.76, p = .009), Kenya (b = 1.27, SE = 0.43, p = .003), Sweden (b = 2.82, SE = 0.51, p <.001), and Thailand (b = 2.91, SE = 0.59, p <.001).”
Quote in the paperNot a substantial claim
- Findingown data
Using within-country standardized variables, sensation seeking showed a significant inverted-U shaped curvilinear age pattern in 7 of the 11 countries: China, India, Italy, Kenya, the Philippines, Thailand, and the US.
“Results for sensation seeking revealed a significant, inverted-U shaped curvilinear age pattern in 7 of the 11 countries: China, India, Italy, Kenya, the Philippines, Thailand, and the US.”
Quote in the paperSubstantial claim - Findingown data
In Jordan and India, self-regulation did not vary systematically with age (Jordan bage = −0.67, SE = 0.56, p = .23; India bage = 0.72, SE = 0.06, p = .20).
“In Jordan and India self-regulation did not vary systematically with age (Jordan bage = −0.67, SE = 0.56, p = .23; India bage = 0.72, SE = 0.06, p = .20).”
Quote in the paperNot a substantial claim - Findingown data
The age pattern of the self-regulation composite increased until the early to mid-20s without a marked decrease thereafter.
“By comparison, the age pattern of self-regulation increased until the early to mid-20s (bage = 2.60, SE = 0.15, p < .001; bage2 = −0.20, SE = 0.03 p < .001) without a marked decrease thereafter.”
Quote in the paperSubstantial claim- Rests on an assumption: Cross-sectional age differences in the sample reflect developmental change with age.
- Findingown data
The effects of age were not the same in all eleven countries for the self-regulation composite (Δχ2(20) = 95.76, p < .05).
“The omnibus chi-square difference tests indicated that the effects of age were not the same in all eleven countries for either the sensation-seeking composite (Δχ2(20) = 46.91, p < .05) or the self-regulation composite (Δχ2(20) = 95.76, p < .05).”
Quote in the paperSubstantial claim - Findingown data
In Sweden and Cyprus, self-regulation increased linearly with age without plateauing (Sweden bage = 2.25, SE = 0.45, p < .001; Cyprus bage = 2.36, SE = 0.15, p < .001).
“In Sweden and Cyprus, on the other hand, self-regulation increased linearly with age without plateauing (Sweden bage = 2.25, SE = 0.45, p < .001; Cyprus bage = 2.36, SE = 0.15, p < .001).”
Quote in the paperNot a substantial claim - Findingown data
There was no evidence that sensation seeking varied with age in Sweden, Colombia, or Cyprus.
“We found no evidence that sensation seeking varied with age in Sweden (b = −0.21, SE = 0.58, p = .72), Colombia (b = −0.27, SE = 0.48, p = .57) or Cyprus (b = −0.32, SE = 0.55, p = .56).”
Quote in the paperNot a substantial claim - Findingown data
With respect to self-regulation, significant age-related increases were found in 9 of the 11 countries.
“With respect to self-regulation, we found significant age-related increases in 9 of the 11 countries.”
Quote in the paperSubstantial claim - Findingown data
In China, Italy, Jordan, and the Philippines, the age-related pattern for sensation seeking differed significantly from the aggregate of the other countries.
“Results of these analyses indicated that in China, Italy, Jordan, and the Philippines, the age-related pattern for sensation seeking differed significantly from the aggregate of the other countries”
Quote in the paperNot a substantial claim - Findingown data
Sensation seeking increased linearly with age in Jordan (b = 1.27, SE = 0.57, p = .03).
“Sensation seeking increased linearly with age in Jordan (b = 1.27, SE = 0.57, p = .03).”
Quote in the paperNot a substantial claim - Findingown data
The effects of age were not the same in all eleven countries for the sensation-seeking composite (Δχ2(20) = 46.91, p < .05).
“The omnibus chi-square difference tests indicated that the effects of age were not the same in all eleven countries for either the sensation-seeking composite (Δχ2(20) = 46.91, p < .05) or the self-regulation composite (Δχ2(20) = 95.76, p < .05).”
Quote in the paperSubstantial claim - Findingown data
In Jordan, sensation seeking increased linearly with age (bage = 1.38, SE = 0.52, p = .007).
“In Jordan, however, sensation seeking increased linearly with age (bage = 1.38, SE = 0.52, p = .007).”
Quote in the paperNot a substantial claim - Findingown data
Sensation seeking decreased significantly from age 20 to 30 (bage = −2.00, SE = 0.47, p < .001).
“An analysis of the effects of age after this peak (i.e., those aged 20 to 30, N = 1,659) indicated that sensation seeking decreased significantly from age 20 to 30 (bage = −2.00, SE = 0.47, p < .001)”
Quote in the paperSubstantial claim- Rests on an assumption: Cross-sectional age differences in the sample reflect developmental change with age.
- Findingown data
The age pattern of the sensation-seeking composite within the whole sample followed an inverted-U pattern, increasing across adolescence, peaking around age 19, and subsequently declining into adulthood.
“As expected, the age pattern of the sensation-seeking composite within the whole sample followed an inverted-U pattern (bage = 0.35, SE = 0.15, p = .02; bage2 = −0.19, SE = 0.03 p < .001), increasing across adolescence, peaking around age 19, and subsequently declining into adulthood”
- Also stated in: § Main Effects · plain
“Sensation seeking peaked at age 19, consistent with visual inspection.”
Quote in the paperSubstantial claim- Rests on an assumption: Cross-sectional age differences in the sample reflect developmental change with age.
- Also stated in: § Main Effects · plain
- Premisecitation
Evidence in favor of the dual systems model is strong.
“As Shulman and colleagues (2016) concluded in a recent review, evidence in favor of the model is strong.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Shulman and colleagues (2016)
Not checked in the free run.
- Premisecitation
Sensation seeking increases during the first half of adolescence and declines thereafter, following an inverted-U shaped function.
“Sensation seeking increases during the first half of adolescence and declines thereafter, following an inverted-U shaped function (Luciana & Collins, 2012).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Luciana & Collins, 2012
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- Premisecitation
Self-regulation increases linearly and gradually during adolescence before plateauing in adulthood.
“In contrast, self-regulation—the capacity to deliberately modulate one’s thoughts, feelings, or actions in the pursuit of planned goals (Smith, Chein, & Steinberg, 2013)—increases linearly and gradually during adolescence before plateauing in adulthood (Harden & Tucker-Drob, 2011).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Harden & Tucker-Drob, 2011
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- Premisecitation
When tasks become more demanding or emotionally arousing, adult-like self-regulatory performance may not be reached until closer to the mid-20s.
“Self-regulatory capacities may reach adult-like levels around age 15 in relatively less arousing, “cool” contexts (Casey, 2015), but when tasks become more demanding or emotionally arousing, adult-like performance may not be reached until closer to the mid-20s (Cohen et al., 2016; Shulman et al., 2016; Veroude, Jolles, Croiset, & Krabbendam, 2013).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Cohen et al., 2016
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- cites Shulman et al., 2016
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- cites Veroude, Jolles, Croiset, & Krabbendam, 2013
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- Study design and conductcitation
The Stoplight game measure has been shown to be correlated with self-reported sensation seeking.
“This measure has been shown to be correlated with self-reported sensation seeking (Steinberg et al., 2008).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Steinberg et al., 2008
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- Premisecitation
Self-regulatory capacities may reach adult-like levels around age 15 in relatively less arousing, "cool" contexts.
“Self-regulatory capacities may reach adult-like levels around age 15 in relatively less arousing, “cool” contexts (Casey, 2015), but when tasks become more demanding or emotionally arousing, adult-like performance may not be reached until closer to the mid-20s (Cohen et al., 2016; Shulman et al., 2016; Veroude, Jolles, Croiset, & Krabbendam, 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Casey, 2015
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- Premisecitation
Experimentation with drinking, drug use, and premarital sex is neither accepted nor viewed as normative in many non-Western cultures.
“Experimentation with drinking, drug use, and premarital sex is neither accepted nor viewed as normative in many non-Western cultures (Haddad, Shotar, Umlauf, & Al-Zyound, 2010; Rehm et al., 2003).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Haddad, Shotar, Umlauf, & Al-Zyound, 2010
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- cites Rehm et al., 2003
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- Study design and conductown data
Planning scores were strongly correlated with other measures of similar constructs assessed in the present test battery (e.g., planning was positively correlated with the "planning ahead" subscale of the Future Orientation Scale, r = .50, p < .001).
“Planning scores were strongly correlated with other measures of similar constructs assessed in the present test battery (e.g., planning was positively correlated with the “planning ahead” subscale of the Future Orientation Scale, r = .50, p < .001; Steinberg et al., 2009).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Steinberg et al., 2009
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- Premisecitation
Adolescence is a stage of development in which there are substantial differences among cultures in expectations, socialization practices, and the structure of social institutions.
“Adolescence is a stage of development in which there are substantial differences among cultures in expectations, socialization practices, and the structure of social institutions (Larson, Wilson, & Rickman, 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Larson, Wilson, & Rickman, 2009
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- Premisecitation
In some parts of the world, such as the United States, adolescence is viewed as a time during which the display of exuberance, novelty seeking, and experimentation with exciting experiences is normative and desirable.
“In some parts of the world, such as the United States, adolescence is viewed as a time during which the display of exuberance, novelty seeking, and experimentation with exciting experiences is not only normative, but desirable (Palladino, 1996).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Palladino, 1996
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- Premisecitation
Most relevant research on developmental trajectories of sensation seeking and self-regulation has been carried out in the United States and a handful of Western European nations.
“Although the developmental trajectories of sensation seeking and self-regulation have been observed in many studies that have employed a variety of methods and measures, most of the relevant research has been carried out in the United States and a handful of Western European nations (especially the Netherlands; e.g., Peters, Jolles, Van Duijvenvoorde, Crone, & Peper, 2015; van Duijvenvoorde et al.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Peters, Jolles, Van Duijvenvoorde, Crone, & Peper, 2015
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- cites van Duijvenvoorde et al., 2014
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- cites Van Leijenhorst et al., 2010
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- Study design and conductown data
Confirmatory factor analysis indicated good model fit for the self-reported sensation seeking scale.
“Confirmatory factor analysis indicated good model fit for this scale (χ2[9] = 165.51, p < .0001, RMSEA = .058, 90% CI [.051, .066], CFI = .96, TLI = .94).”
Quote in the paperNot a substantial claim - Premisecitation
Both the United States and the Netherlands score highly on indulgence relative to other countries, particularly those in Asia and Eastern Europe.
“Both the United States and the Netherlands, where the bulk of research of age differences in sensation seeking and self-regulation has been done, score highly on indulgence relative to other countries, particularly those in Asia (e.g., China & India) and Eastern Europe (e.g., Ukraine & Romania) (Hofstede, Hofstede & Minkov, 2010).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hofstede, Hofstede & Minkov, 2010
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- Study design and conductown data
Confirmatory factor analysis indicated good model fit for the self-reported planning scale (χ2[9] = 142.33, p < .0001, RMSEA = .054, 90% CI [.046, .062], CFI = .97, TLI = .95).
“Confirmatory factor analysis indicated good model fit for this scale (χ2[9] = 142.33, p < .0001, RMSEA = .054, 90% CI [.046, .062], CFI = .97, TLI = .95).”
Quote in the paperNot a substantial claim - Interpretationown data
Although there are minor variations in these patterns across countries, the similarities between the observed age trends are far more striking than the differences.
“Although there are minor variations in these patterns across countries, the similarities between the observed age trends are far more striking than the differences.”
Quote in the paperSubstantial claim - Interpretationown data
When countries evinced age patterns that differed from the overall trend, the differences were more often in degree rather than in kind rather than in the shape of the age trend.
“When countries evinced age patterns that differed from the overall trend, the differences were more often in degree rather than in kind (e.g., in how sharply sensation seeking peaks in late adolescence, or the degree to which self-regulation improves over the course of adolescence) rather than in the shape of the age trend.”
Quote in the paperSubstantial claim - Interpretationown data
Discrepancies among studies in the exact age of the peak of sensation seeking are likely due to differences in samples and measures.
“The results of the present analyses indicate that discrepancies among studies in the exact age of the peak are likely due to differences in samples and measures.”
Quote in the paperSubstantial claim - Interpretationown data
The sensation seeking and planning questionnaires are reliable across countries in the sample.
“These results suggest that these questionnaires are reliable across countries in our sample.”
Quote in the paperSubstantial claim - Interpretationown data
Pretty much regardless of how or where it was measured in this large international sample, sensation seeking is higher during middle and late adolescence than before or after.
“The important point, it seems to us, is that pretty much regardless of how or where it was measured in this large international sample, sensation seeking is higher during middle and late adolescence than before or after.”
Quote in the paperSubstantial claim - Interpretationreasoning
All but one of the deviations from the average age pattern reflected differences in the magnitude of the curvilinear pattern rather than the general shape of the age trend.
“Thus, all but one of the deviations from the average age pattern reflected differences in the magnitude of the curvilinear pattern (i.e., as seen in China, Italy, and the Philippines), rather than the general shape of the age trend (as seen in Jordan).”
Quote in the paperNot a substantial claim - Study design and conductown data
In the two self-report measures (sensation seeking and planning), no more than 14% of parameters-intercepts as well as loadings-were non-invariant across the eleven countries.
“In our two self-report measures (sensation seeking and planning), no more than 14% of parameters—intercepts as well as loadings—were non-invariant (see Tables S1–S2).”
Quote in the paperSubstantial claim - Interpretationown data
The developmental patterns in sensation seeking and self-regulation observed previously in American and Western European samples are found in other parts of the world as well, in countries that vary considerably with respect to cultural and economic contexts.
“Overall, our findings indicate that the developmental patterns in sensation seeking and self-regulation observed previously in American and Western European samples are found in other parts of the world as well, in countries that vary considerably with respect to their cultural and economic contexts.”
Quote in the paperSubstantial claim- Rests on an assumption: Cross-sectional age differences in the sample reflect developmental change with age.
- Rests on an assumption: The eleven countries studied are sufficiently representative of the world's cultural and economic diversity to support global conclusions about adolescence.
- Interpretationown data
Discrepancies in past research on self-regulation about continued growth after adolescence may be due to variations in samples and measures.
“The findings of the present study suggest that these discrepancies may also be due to variations in samples and measures.”
Quote in the paperSubstantial claim - Interpretationreasoning
From a public health perspective, adolescent recklessness is not the inevitable byproduct of the period's neurobiology.
“From a public health perspective, this is very good news, for it suggests that adolescent recklessness is not the inevitable byproduct of the period’s neurobiology.”
Quote in the paperSubstantial claim - Premisecitation
The two countries in which no increases in self-regulation with age were observed (Jordan and India) both score relatively high in "restraint" in ratings of countries along the "Indulgence-Restraint" dimension.
“Although the two countries in which we did not observe increases in self-regulation with age (Jordan and India) both score relatively high in “restraint” in ratings of countries along the “Indulgence-Restraint” dimension (Hofstede et al., 2010)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hofstede et al., 2010
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- Interpretationown data
The absence of an age trend on the self-regulation composite in Jordan and India is likely not due to a ceiling effect.
“an examination of the mean self-regulation composite scores in these countries indicates that the absence of an age trend on this measure is likely not due to a ceiling effect (i.e., the scores were not so high as to preclude improvement with age).”
Quote in the paperNot a substantial claim - Interpretationown data
Regardless of how it is measured, the development of self-regulation clearly is not complete by the end of adolescence.
“But regardless of how it is measured, the development of self-regulation clearly is not complete by the end of adolescence.”
Quote in the paperSubstantial claim - Interpretationreasoning
The broader context in which adolescents develop exerts a powerful impact on the extent to which young people engage in risky and health-compromising behavior.
“The fact that this is the case can only mean that the broader context in which adolescents develop exerts a powerful impact on the extent to which young people engage in risky and health-compromising behavior.”
Quote in the paperSubstantial claim
- May combine two claims. 23
- Classified as probably not a substantial claim. 24
May combine two claims.
Findingown dataSensation seeking increased between preadolescence and late adolescence, peaked at age 19, and declined thereafter.
“Consistent with the dual systems model, sensation seeking increased between preadolescence and late adolescence, peaked at age 19, and declined thereafter, whereas self-regulation increased steadily from preadolescence into young adulthood, reaching a plateau between ages 23 and 26.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataIn the present sample, the three sensation-seeking measures were weakly intercorrelated (rs = .03-.07).
“In the present sample, intercorrelations among the measures of sensation seeking were as follows: IGT reward approach and self-reported sensation seeking, r = .03, p < .05; IGT reward approach and Stoplight, r = .04, p < .01; and self-reported sensation seeking and Stoplight, r = .07, p < .001.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningIn some locales, there were small differences between age groups in average levels of parental education, often with relatively lower average parental education reported by older participants.
“In some locales, there were small differences between age groups in average levels of parental education, often with relatively lower average parental education reported by the older participants, whose parents had grown up at a time when postsecondary enrollment was less common, especially among women.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn China, Italy, the Philippines, and the US, self-regulation increased during adolescence and plateaued in early adulthood.
“In China, Italy, the Philippines, and the US, self-regulation increased during adolescence and plateaued in early adulthood.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataSelf-regulation tended to increase linearly in Jordan (b = −0.97, SE = 0.58, p = .09), but no age-related differences were found in India (b = 0.77, SE = 0.52, p = .14).
“Self-regulation tended to increase linearly in Jordan (b = −0.97, SE = 0.58, p = .09), but we did not find age-related differences in India (b = 0.77, SE = 0.52, p = .14).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAlthough the composite measure of sensation seeking peaked at 19, sensation seeking as indexed by risky driving on the Stoplight game peaked earlier, whereas sensation seeking as indexed by approach behavior on the Iowa Gambling Task peaked later.
“Similarly, although the peak in the composite measure was observed at 19, sensation seeking as indexed by risky driving on the Stoplight game peaked earlier than this, whereas sensation seeking as indexed by approach behavior on the Iowa Gambling Task peaked later.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataIn the present sample, Stroop and Tower of London were correlated at r = .07, p < .001.
“Stroop and Tower of London, r = .07, p < .001”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataWith regard to self-regulation, the age patterns of China, India, Italy, Jordan, Sweden, and the US each differed from the aggregate of the other countries.
“With regard to self-regulation, the age patterns of China, India, Italy, Jordan, Sweden, and the US each differed from the aggregate of the other countries”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAge trends in self-regulation varied as a function of how it was measured; the young adult plateau was most obvious for impulse control on the Tower of London, whereas self-reported planning continued to improve during the late 20s.
“As with sensation seeking, age trends in self-regulation also varied as a function of how it was measured. The young adult plateau was most obvious with respect to impulse control as indexed by performance on the Tower of London, whereas scores on the measure of self-reported planning continued to improve during the late 20s.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataSelf-regulation peaked at age 24, but did not change significantly after age 25, remaining at the same level until age 30 (N = 802; bage = −0.77, SE = 1.40, p = .59).
“In contrast, self-regulation peaked at age 24, but did not change significantly after age 25, remaining at the same level until age 30 (N = 802; bage = −0.77, SE = 1.40, p = .59).”
Quote in the paperSubstantial claim- Rests on an assumption: Cross-sectional age differences in the sample reflect developmental change with age.
May combine two claims.
Findingown dataSelf-regulation increased across adolescence and plateaued in China, Italy, and the US, as it did in general, but the rate of increase and the age at which it plateaued varied among these countries.
“Self-regulation increased across adolescence and plateaued in China, Italy, and the US, as it did in general, but the rate at which self-regulation increased and the age at which it plateaued varied among these countries.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataIn the present sample, self-reported planning and Tower of London were correlated at r = .08, p < .001.
“self-reported planning and Tower of London, r = .08, p < .001”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataIn the present sample, Stroop and self-reported planning were correlated at r = .04, p < .01.
“Stroop and self-reported planning, r = .04, p < .01”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAlthough scores on the self-regulation composite did not change significantly with age in India, self-regulation as measured by the two behavioral tasks did show modest improvements with age; none of the self-regulation measures evinced age-related change in Jordan.
“However, we do note that, although scores on the self-regulation composite did not change significantly with age in India, self-regulation as measured by the two behavioral tasks did show modest improvements with age (none of the self-regulation measures evinced age-related change in Jordan).”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationIn many non-Western cultures, especially those in Asia, self-regulation is demanded from children at an early age and adolescence is not a time of exploration, self-indulgence, and novelty seeking, but of buckling down to prepare for adult life.
“In many non-Western cultures, especially those in Asia, self-regulation is demanded from children at an early age and adolescence is not a time of exploration, self-indulgence, and novelty seeking, but of buckling down to prepare for adult life (Chaudhary & Sharma, 2012; Chen, Cen, Li, & He, 2005; Weisz, Chaiyasit, Weiss, Eastman, & Jackson, 1995).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Chaudhary & Sharma, 2012
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- cites Chen, Cen, Li, & He, 2005
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- cites Weisz, Chaiyasit, Weiss, Eastman, & Jackson, 1995
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Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenAcross countries, participants came from households with comparable levels of parent education, which averaged some college.
“Across countries, participants came from households with comparable levels of parent education, which averaged some college.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataA small number of assessments (3.2%, N=172) were rated as unusable and dropped from the sample.
“A small number of assessments (3.2%, N=172) were rated as unusable (e.g., the participant did not appear to understand the questions or tasks, did not pay attention to instructions, or was obviously disengaged); these cases were dropped from the sample.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataReliability for the whole sample on the 6-item self-reported sensation seeking scale was α = .63, with reliabilities for separate countries ranging from .49 (Kenya) to .78 (India).
“Reliability for the whole sample on this 6-item scale was α= .63 with reliabilities for separate countries ranging from .49 (Kenya) to .78 (India).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningWe were able to use WASI scores to control for any age group differences in general intellectual functioning that might influence task performance.
“Nevertheless, we were able to use these scores to control for any age group differences in general intellectual functioning that might influence task performance.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningWe controlled for parental education in all analyses.
“Accordingly, we controlled for parental education in all analyses.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationChanges in reward processing are thought to be caused by changes in dopaminergic activity as a consequence of the impact of pubertal hormones on the brain's reward-processing system.
“This is especially true with respect to changes in reward processing, which are thought to be caused by changes in dopaminergic activity as a consequence of the impact of pubertal hormones on the brain’s reward-processing system (Luciana et al., 2012).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Luciana et al., 2012
Not checked in the free run.
Classified as probably not a substantial claim.
Study design and conductcitationMeasures were administered in the predominant language at each site, following forward- and back-translation and meetings to resolve item-by-item ambiguities.
“Measures were administered in the predominant language at each site, following forward- and back-translation and meetings to resolve any item-by-item ambiguities in linguistic or semantic content (Erkut, 2010; Maxwell, 1996).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Erkut, 2010
Not checked in the free run.
- cites Maxwell, 1996
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 dataReliability for the whole sample on the 6-item self-reported planning scale was α = .63, with reliabilities for individual countries ranging from .47 (Colombia) to .73 (India).
“Reliability for the whole sample on this 6-item scale was α = .63, with reliabilities for individual countries ranging from .47 (Colombia) to .73 (India).”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationChanges in cognitive control systems have been posited to be relatively more subject to environmental experience.
“Changes in cognitive control systems, in contrast, have been posited to be relatively more subject to environmental experience (see Smith et al., 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Smith et al., 2013
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningBecause of the recruitment method, we cannot determine whether those who responded to recruitment ads differed from those who did not.
“Because of this recruitment method, we cannot determine whether those who responded to recruitment ads differed from those who did not.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenResearch staff in all countries underwent identical training procedures.
“Research staff in all countries underwent identical training procedures.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Study design and conductreasoningParticipants' WASI scores, because they were obtained via computer administration, may not be comparable to scores from traditionally administered WASIs.
“Participants’ WASI scores, because they were obtained via computer administration, may not be comparable to scores from traditionally administered WASIs.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe final analytic sample comprised 5,105 participants.
“Of the final analytic sample of 5,105 participants”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataAlthough correlations between the three components of each composite are modest, all three indicators of sensation seeking follow a curvilinear age pattern with a peak in adolescence, whereas all three indicators of self-regulation show a gradual increase between preadolescence and young adulthood.
“Moreover, although the correlations between the three components of each composite are modest, as we expected them to be, all three indicators of sensation seeking follow a curvilinear age pattern with a peak in adolescence, whereas all three indicators of self-regulation show a gradual increase between preadolescence and young adulthood.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataAlthough the composite measure of sensation seeking in the sample as a whole peaked at age 19, the peak occurred somewhat earlier in some countries (e.g., Italy) and later in others (e.g., Kenya).
“Thus, although scores on the composite measure of sensation seeking in the sample as a whole peaked at age 19, the peak occurred somewhat earlier than this in some countries (e.g., Italy) and later in others (e.g., Kenya).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataBecause some variables were skewed, bootstrapped standard errors (3,000 resamples) were used in assessing statistical significance and computing confidence intervals.
“Because some variables were negatively skewed (i.e., latency to first move on the Tower of London) or positively skewed (i.e., self-reported planning and accuracy on Stroop), we used bootstrapped standard errors (3,000 resamples) in assessing statistical significance and computing confidence intervals.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataSome observed differences between countries in the age pattern of self-regulation reflected differences in the intensity with which self-regulation increased with age, whereas other differences reflected a distinctly different age-related pattern or no age-related pattern at all.
“Thus, some of the observed differences between countries in the age pattern of self-regulation reflected differences in the intensity with which self-regulation increased with age (e.g., in both China and Thailand, self-regulation increased and then plateaued, but the increase was relatively steeper in China), whereas other differences between countries reflected a distinctly different age-related”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductnone givenFull-information maximum likelihood (FIML) within Mplus was used to reduce bias due to missing data on the outcome variables.
“Full-information maximum likelihood (FIML) within Mplus was used to reduce bias due to missing data on these variables.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationApproximate measurement invariance can be assumed if fewer than 25% of the parameters are non-invariant for a given measure.
“Per the guidelines provided by Muthén and Asparouhov (2014), approximate measurement invariance can be assumed if fewer than 25% of the parameters are non-invariant for a given measure.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Muthén and Asparouhov (2014)
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
Study design and conductcitationAnalyses were not conducted separately by gender because previous research indicates that developmental trajectories of sensation seeking and self-regulation are quite similar among males and females.
“Owing to space considerations, and in light of previous research indicating that developmental trajectories of sensation seeking and self-regulation are quite similar among males and females (Shulman, Harden, Chein, & Steinberg, 2015), we elected not to conduct analyses separately by gender.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Shulman, Harden, Chein, & Steinberg, 2015
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenA small number of assessments (3.18%, N = 172) were rated as unusable by the interviewer and excluded from analyses.
“As noted earlier small number of assessments (3.18%, N=172) were rated as unusable by the interviewer and excluded from analyses.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductnone givenAll analyses controlled for parent education and WASI t-score.
“All analyses controlled for parent education and WASI t-score.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataAlthough the composite measure of self-regulation in the sample as a whole plateaued during the mid-twenties, this pattern was observed in some countries (e.g., China) but not in others, where self-regulation continued to develop beyond this age (e.g., Colombia).
“Thus, although scores on the composite measure of self-regulation in the sample as a whole plateaued during the mid-twenties, this pattern was observed in some countries (e.g., China), but not in others, where self-regulation continued to develop beyond this age (e.g., Colombia).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningScores on any outcome variable greater than 3.5 standard deviations from the mean were recoded as missing to minimize bias due to outliers.
“To minimize bias due to outliers, scores on any outcome variable that were greater than 3.5 standard deviations from the mean were recoded as missing”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataGenerally, self-regulation develops linearly and gradually over adolescence, reaching a plateau during the mid-20s, whereas reward seeking follows a ∩-shaped pattern, increasing between preadolescence and late adolescence, peaking around age 19, and then declining into the twenties.
“Generally speaking, self-regulation develops linearly and gradually over the course of adolescence, reaching a plateau somewhere during the mid-20s, whereas reward seeking follows a ∩-shaped pattern, increasing between preadolescence and late adolescence, peaking around age 19, and then declining as individuals move into and through their twenties.”
Quote in the paperSubstantial claim- Rests on an assumption: Cross-sectional age differences in the sample reflect developmental change with age.
May combine two claims.
InterpretationreasoningGiven that actual rates of adolescents' risky behavior vary considerably around the world, while certain aspects of psychological development in adolescence may be universal (and perhaps dictated by biology), their downstream effects are not.
“But given that actual rates of adolescents’ risky behavior vary considerably around the world, it is clear that while certain aspects of psychological development in adolescence may be universal (and perhaps dictated by biology), their downstream effects are not.”
Quote in the paperSubstantial claim- Rests on an assumption: The eleven countries studied are sufficiently representative of the world's cultural and economic diversity to support global conclusions about adolescence.
May combine two claims.
InterpretationcitationThe results of this study are consistent with portrayals of adolescence as a time of heightened sensation seeking in the face of still developing self-regulation, a combination linked to greater prevalence in risk taking during adolescence than before or after.
“Overall, the results of this study are consistent with portrayals of adolescence as a time of heightened sensation seeking in the face of still developing self-regulation, a combination that has been linked to the greater prevalence in risk taking during adolescence than before or after (Quinn & Harden, 2013; Steinberg, 2008).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Quinn & Harden, 2013
Not checked in the free run.
- cites Steinberg, 2008
Not checked in the free run.
May combine two claims.
Interpretationown dataAround the world, adolescence is a time when individuals are inclined to pursue exciting and novel experiences but have not yet fully developed the capacity to keep impulsive behavior in check.
“Around the world, adolescence is a time when individuals are inclined to pursue exciting and novel experiences but have not yet fully developed the capacity to keep impulsive behavior in check.”
Quote in the paperSubstantial claim- Rests on an assumption: Cross-sectional age differences in the sample reflect developmental change with age.
- Rests on an assumption: The eleven countries studied are sufficiently representative of the world's cultural and economic diversity to support global conclusions about adolescence.
May combine two claims.
Interpretationown dataThe results provide strong support for the dual systems model view that sensation seeking peaks during adolescence and self-regulation continues to mature over the same period.
“We believe that the results presented here provide strong support for this view, a conclusion that is consistent with that of a recent comprehensive review of the neuroscientific and psychological literatures (Shulman et al., 2016).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Shulman et al., 2016
Not checked in the free run.
The authors state this as an assumption.
Developmental changes and age differences in sensation seeking and self-regulation are linked to changes in brain structure and function that are universal or near-universal features of adolescent development.
“On the one hand, the dual systems view derives explicitly from a neurobiological perspective on adolescence that links developmental changes and age differences in sensation seeking and self-regulation to changes in brain structure and function that are assumed to be universal (or near-universal) features of adolescent development (Spear, 2013).”
The authors state this as an assumption.
Normative maturation of crucial structures of cognitive control systems, such as the lateral prefrontal cortex, plays a significant role in the development of self-regulation between childhood and adulthood.
“Still, normative maturation of crucial structures of these systems, such as the lateral prefrontal cortex, is assumed to play a significant role in the development of self-regulation between childhood and adulthood (Casey, 2015).”
The paper relies on this without support.
Age differences observed in this cross-sectional study reflect developmental change rather than cohort effects.
“The current paper presents the findings of a cross-sectional, multinational, multi-method study of behavioral and psychological development during the second two decades of life in a sample of approximately 5,000 individuals.”
“Using self-report and behavioral measures, we investigated age differences in sensation seeking and self-regulation.”
The authors state this as an assumption.
Within the broad categories of sensation seeking and self-regulation, constructs measured at different levels of analysis or using different methods are often only weakly correlated, but the overarching categories provide helpful heuristics.
“We recognize that, within these broad categories, constructs measured at different levels of analysis, or using different methods, are often only weakly correlated (i.e., it is common to find low correlations between self-report and behavioral measures of putatively similar constructs), but we believe that the overarching categories provide helpful heuristics.”
The paper relies on this without support.
Cross-sectional age differences in the sample reflect developmental change with age.
“Overall, our findings indicate that the developmental patterns in sensation seeking and self-regulation observed previously in American and Western European samples are found in other parts of the world as well”
The paper relies on this without support.
The eleven countries studied are sufficiently representative of the world's cultural and economic diversity to support global conclusions about adolescence.
“Around the world, adolescence is a time when individuals are inclined to pursue exciting and novel experiences but have not yet fully developed the capacity to keep impulsive behavior in check.”
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?
Developmental changes in the brain lead to adolescents exhibiting heightened impulsiveness, which can lead to risky behaviors that may have long-term consequences.
“Developmental changes in the brain lead to adolescents exhibiting heightened impulsiveness, which can lead to risky behaviors that may have long-term consequences [1, 2].”
From Consequences of adolescent drug use (2023) · cites this paper as [1]
The paper’s introductory discussion of the dual-systems model links developing brain systems, heightened sensation seeking, immature self-regulation, and adolescent risk taking. Its Discussion also cautions that risky behavior varies across contexts and is not an inevitable result of neurobiology. The copy does not establish that these behaviors have long-term consequences, so that part of the claim is unsupported. (LLM, conf=0.84)
Experimental — accuracy not yet measuredThe development of behaviours typical of adolescence, such as risk taking and sensation seeking, is similar across contexts.
“Nevertheless, the development of behaviours typical of this phase, such as risk taking and sensation seeking, is similar across contexts. 112”
From The Lancet Psychiatry Commission on youth mental health (2024) · cites this paper as [112]
The Discussion reports largely similar developmental patterns in sensation seeking across countries. It also says that actual rates of risky behavior vary considerably around the world and that adolescent risk taking manifests differently across contexts. The claim is therefore supported for sensation seeking, but not for risk-taking behavior. (LLM, conf=0.88)
Experimental — accuracy not yet measuredOne reason for an early childhood focus in intervention efforts is the concentration of critical periods in neurodevelopment in the first years of life.
“One reason for an earlychildhood focus in intervention efforts is the concentration of critical periods in neurodevelopment in the first years of life.5”
From Critical Periods in Child Development and the Transition to Adulthood (2021) · cites this paper as [5]
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(20) = 46.91reported p < .05 · recomputed p < .001
“χ2(20) = 46.91, p < .05”
- Consistentχ²(20) = 95.76reported p < .05 · recomputed p < .001
“χ2(20) = 95.76, p < .05”
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.
Jordan's reported trend has the opposite direction
MinorThe text describes Jordan's self-regulation trend as an increase, but its reported age coefficient is negative, indicating a decrease.
“Self-regulation tended to increase linearly in Jordan”
“(b = −0.97, SE = 0.58, p = .09)”
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- Authors
- Steinberg, L., Icenogle, G., Shulman, E. P., Breiner, K., Chein, J., Bacchini, D., Chang, L., Chaudhary, N., Giunta, L. D., Dodge, K. A., Fanti, K. A., Lansford, J. E., Malone, P. S., Oburu, P., Pastorelli, C., Skinner, A. T., Sorbring, E., Tapanya, S., Tirado, L. M. U., Alampay, L. P., Al‐Hassan, S. M., & Takash, H. M. S.
- Affiliations
- King Abdulaziz University (SA)
- Temple University (US)
- Brock University (CA)
- University of California, Los Angeles (US)
- University of Campania "Luigi Vanvitelli" (IT)
- University of Macau (MO)
- University of Delhi (IN)
- Sapienza University of Rome (IT)
- Duke University (US)
- University of Cyprus (CY)
- Maseno University (KE)
- University West (SE)
- Chiang Mai University (TH)
- Consultorio Psicológico Popular Universidad San Buenaventura Cali Columbia
- Ateneo de Manila University (PH)
- Hashemite University (JO)
- Corresponding author
- Steinberg, Laurence
- ORCID
- Steinberg, Laurence
- Icenogle, Grace
- Breiner, Kaitlyn
- Chein, Jason
- Bacchini, Dario
- Chang, Lei
- Chaudhary, Nandita
- Giunta, Laura Di
- Dodge, Kenneth A.
- Fanti, Kostas A.
- Lansford, Jennifer E.
- Malone, Patrick S.
- Oburu, Paul
- Pastorelli, Concetta
- Skinner, Ann T.
- Sorbring, Emma
- Tapanya, Sombat
- Alampay, Liane Peña
- Al‐Hassan, Suha M.
- Takash, Hanan M. S.
- Venue
- Developmental Science
- Publisher
- Wiley
- Published
- 2017-02
- Volume
- 21
- Issue
- 2
- ISSN
- 1363-755X (ISSN-L)
- 1467-7687
- PMC
- PMC6473801
- OpenAlex
- W2585258968
- Semantic Scholar
- 9ea4eef7f70037a8914130ed70ebf18d36037c3d
- Cited by
- 514
- References
- 48
- Citations by year
- 2026: 44 · 2025: 68 · 2024: 73 · 2023: 55 · 2022: 41 · 2021: 72 · 2020: 82 · 2019: 36 · 2018: 23 · 2017: 18 · 2016: 1
- FWCI
- 24.95
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Developmental Science (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- DukeSpace (Duke University) (submittedVersion, cc-by-nc-nd)
- Archivio Istituzionale della Ricerca - Università degli Studi della Campania "Luigi Vanvitelli" (submittedVersion)
- IRIS Research product catalog (Sapienza University of Rome) (submittedVersion)
- Funders
- Klaus J. Jacobs Foundation
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Psychological and Educational Research Studies
- Keywords
- sensation seeking, self-regulation, dual systems model, adolescent risk-taking, developmental trajectories, cross-cultural comparison, late childhood, early adulthood, age trends, performance-based measures
- MeSH terms
- Adolescent, Adolescent Behavior, Adult, Child, Female, Humans, Impulsive Behavior, Male, Risk-Taking, Sensation, United States, Adolescent Development, Young Adult, Self Report
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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