Gifted Students
Open accessAbstract
Gifted students are individuals who are recognized for performance that is superior to that of their peers. Although giftedness is typically associated with schooling, gifted individuals exist across academic and nonacademic domains. In this review, we begin by acknowledging some of the larger debates in the field of gifted education and provide brief summaries of major conceptual frameworks applied to gifted education, dividing them into three categories: frameworks focused on ability, frameworks focused on talent development, and integrative frameworks. We then discuss common practices used to identify gifted students, giving specific attention to the identification of those in underrepresented groups, followed by brief overviews of the numbers of students who are classified as gifted, programming options for gifted students, and social and emotional issues associated with being gifted. We conclude with a discussion of several unresolved issues in the field.
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Claims the paper makes
8 of 143 cited sources checked · 2 supported · 0 flagged · accuracy not yet measured
- Premisecitation
The megamodel holds that abilities are malleable, especially domain-specific abilities.
“(a) abilities are malleable, particularly those specific to domains;”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites Subotnik et al. 2011 source
- cites Subotnik et al. 2018 source
The available passages are a table of contents and a references listing, not discussion of the megamodel. Searches for the claim and for “malleable” returned no passage addressing whether abilities, particularly domain-specific abilities, are malleable. (LLM, conf=0.72)
Experimental — accuracy not yet measured
- Premisecitation
The megamodel holds that talent development is a long-term process extending beyond school into adulthood.
“( f ) talent development is a long-term endeavor, extending beyond the school years into adulthood.”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites Subotnik et al. 2011 source
- cites Subotnik et al. 2018 source
The available passages are a table of contents and a References listing; they do not state the megamodel’s position on how long talent development lasts. Searches for the school-years-to-adulthood claim and for a long-term talent-development process returned no substantive passage, so the claim cannot be verified from our copy. (LLM, conf=0.72)
Experimental — accuracy not yet measured
- Premisecitation
The megamodel holds that fields and domains begin, peak, and end at different times.
“(b) fields and domains begin, peak, and end at different points;”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites Subotnik et al. 2011 source
- cites Subotnik et al. 2018 source
The available passages list chapters and page numbers but do not discuss the megamodel or when fields and domains begin, peak, or end. Searches for the claim’s wording, developmental timing, and “megamodel” returned no relevant passage from the paper’s substantive text. (LLM, conf=0.72)
Experimental — accuracy not yet measured
- Premisecitation
The school district discontinued universal screening because of the costs involved.
“The school district discontinued universal screening due to the costs involved”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Card & Giuliano 2015 source
- Premisecitation
Assessing spatial ability in talent search participants has been useful for predicting educational trajectories and occupations with greater specificity.
“some participants in the talent search are assessed for spatial ability, which has proven useful in providing more specificity in predicting educational trajectories and occupations (Kell et al. 2013, Lubinski 2010).”
Quote in the paperNot a substantial claim0 of 2 sources checked
- Premisenone given
In Canada and Australia, Gagné's differentiating model of giftedness and talent is the most popular.
“In Canada and Australia, Gagné's (2005) differentiating model of giftedness and talent (DMGT) is most popular”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gagné 2005 source
- Premisereasoning
Talent development models highlight other psychological factors, such as motivation, in the transition from potential to fully developed talent.
“Second, they highlight the importance of other psychological factors, such as motivation, in moving from potential to fully developed talent.”
Quote in the paperNot a substantial claim - Premisecitation
Outside the United States, the talent search model has served the largest number of youth.
“Outside the United States, the talent search model (Olszewski-Kubilius 2015;Stanley 1976Stanley , 1985) ) has served the most youth.”
Quote in the paperNot a substantial claim0 of 3 sources checked - Premisecitation
There is no agreement in the field about what the gifted label means, despite many models of giftedness having been proposed.
“Numerous models of giftedness have been formulated (Coleman & Cross 2005;Sternberg & Davidson 1986, 2005), with no consensus on what the gifted label means.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Coleman & Cross 2005
- cites Sternberg & Davidson 1986, 2005
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
There is substantial evidence that deliberate practice contributes to superior performance across a wide variety of domains, including chess, music, sports, board games, video games, and dance.
“There is also substantial evidence that deliberate practice contributes to superior performance across a wide variety of domains, including chess, music performance, sports, board games, video games, and dance”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Ericsson & Pool 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Ullén et al. 2016 source
- Interpretationcitation
Children with superior abilities have the potential to make strong contributions as adults.
“supporting the general contention that children with superior abilities have the potential to make strong contributions as adults”
Quote in the paperSubstantial claim - Premisecitation
Talent development and integrative models acknowledge the need to adjust the curriculum for students who can benefit from greater challenge.
“although the other models are not as focused on superior ability [e.g., Renzulli's (1978) above-average ability or Gagné's (2005) top 10%], they acknowledge ability's role in gifted performance and the need to adjust the curriculum for those who can benefit from greater challenge.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Renzulli's (1978)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Gagné's (2005) source
- Premisecitation
Talent development and integrative models acknowledge that ability plays a role in gifted performance.
“although the other models are not as focused on superior ability [e.g., Renzulli's (1978) above-average ability or Gagné's (2005) top 10%], they acknowledge ability's role in gifted performance”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Renzulli's (1978)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Gagné's (2005) source
- Premisecitation
There is a robust literature supporting the efficacy of the talent search model.
“However, as noted above, there is a robust literature supporting the efficacy of the talent search model.”
Quote in the paperSubstantial claim - Premisecitation
Renzulli's enrichment triad is used extensively in schools through the schoolwide enrichment model.
“Renzulli's (2016) enrichment triad is used extensively in schools via the schoolwide enrichment model (Renzulli & Reis 1994).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Renzulli 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Renzulli & Reis 1994 source
- Premisenone given
In most cases, talent development models apply to both academic and nonacademic domains.
“Third, in most cases, these models apply to both academic and nonacademic domains.”
Quote in the paperNot a substantial claim - Premisecitation
A multitude of factors contribute to both the development of expertise and expert performance.
“demonstrating that a multitude of factors contribute to both the development of expertise and expert performance.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ullén et al. 2016 source
- Premisecitation
The majority of students chosen on the basis of ability do not become eminent.
“Although the majority of students chosen on the basis of ability do not become eminent”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Subotnik et al. 1993
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationnone given
Most giftedness models in the literature are descriptive or based on reviews and have little or no direct empirical support.
“Most of the models in the literature are descriptive or based on reviews of the literature, and, as such, have little or no direct empirical support.”
Quote in the paperNot a substantial claim - Premisecitation
The advanced academics model focuses on the entire classroom rather than only the top 1% of students.
“It differs from the talent search approach in that it focuses on the entire classroom, rather than just the top 1% of students.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites McBee et al. 2012a
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Peters et al. 2014
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Deliberate practice accounts for a substantial amount of variance in expert performance, such as 34% in chess and 30-40% in music.
“although deliberate practice accounts for a substantial amount of the variance in expert performance (e.g., 34% of the variance in chess; 30-40% of the variance in music)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hambrick et al. 2014 source
- Interpretationreasoning
Most giftedness models implicitly recognize that being a gifted child does not necessarily lead to outstanding contributions as an adult.
“In most models, there is also the implicit recognition that giftedness as a child does not necessarily result in outstanding contributions as an adult.”
Quote in the paperNot a substantial claim - Premisecitation
Individuals identified through above-grade-level testing in mathematical, verbal, and spatial ability achieve outstanding educational and occupational outcomes, including creative products.
“Research has indicated that individuals identified via above-grade-level testing in mathematical, verbal, and spatial ability achieve outstanding educational and occupational outcomes, including creative products”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
Students chosen on the basis of ability demonstrate substantial expertise in adulthood.
“they do demonstrate substantial expertise in adulthood”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationreasoning
The advanced academics approach is likely to serve high-achieving youth who are underrepresented in gifted programs.
“this approach to gifted education is likely to serve high-achieving youth who are underrepresented in programs for gifted students.”
Quote in the paperSubstantial claim - Premisenone given
Talent development and integrative models recognize the importance of effort and practice.
“The talent development and integrative models also recognize the importance of effort and practice”
Quote in the paperNot a substantial claim - Interpretationreasoning
Across the three categories of giftedness models (ability-focused, talent development, and integrative), there are several commonalities.
“As may be evident, across the three categories of models-ability focused, talent development, and integrative-there are a number of commonalities.”
Quote in the paperNot a substantial claim - Premisecitation
Research suggests that a contributing factor to the achievement gap is differences in opportunity to learn between and within schools, in outside-of-school programs, and between lower- and higher-income children.
“Thus, research suggests that a contributing factor to the achievement gap is the difference in opportunity to learn that exists both between and within schools (e.g., access to advanced courses and gifted programs) (Allensworth et al. 2014, Coll. Board 2014, Giancola & Kahlenberg 2016, Loveless 2014), in outside-of-school programs (e.g., summer and weekend programs, extracurricular programs, and”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Allensworth et al. 2014
- cites Coll. Board 2014
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Giancola & Kahlenberg 2016
- Interpretationreasoning
Local norms provide a more appropriate comparison group for assessing achievement because students are compared to others with similar opportunities to learn.
“These local norms also provide a more appropriate comparison group for assessing achievement, as students are compared to others who have had similar opportunities to learn.”
Quote in the paperSubstantial claim - Premisecitation
A major ongoing issue in gifted education is the underrepresentation of low-income and culturally and linguistically diverse students in gifted programs.
“A major, ongoing issue within the field of gifted education is the underrepresentation of low-income and culturally and linguistically diverse students within gifted programs (Peters & Engerrand 2016)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Peters & Engerrand 2016 source
- Premisecitation
Using local norms increased the number of students receiving free or reduced lunch who qualified for gifted services, mirroring their representation in the school population.
“They found that, as a consequence of using local norms, more students receiving free or reduced lunch qualified for gifted services, mirroring their representation in the school population.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Peters & Gentry 2012 source
- Premisecitation
Subsequent analyses of NNAT scores have raised questions about the claim that the traditional ability gap was not present.
“However, subsequent analyses of NNAT scores have raised questions about this claim.”
Quote in the paperSubstantial claim - Premisecitation
A long-standing achievement gap among ethnic, racial, and socioeconomic groups in reading, mathematics, and other nationally measured subjects is evident as early as the preschool years on constructs such as recognizing letters, numbers, and shapes.
“First, a long-standing achievement gap among ethnic, racial, and socioeconomic groups in reading, mathematics, and every other academic subject measured nationally is evident as early as the preschool years on constructs such as recognizing letters, numbers, and shapes (Aud et al. 2010).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Aud et al. 2010
- Interpretationnone given
Most identification practices used in schools fall far short of recommended best practice.
“These recommendations are aspirational, in that most identification practices used in schools fall far short of recommended best practice.”
Quote in the paperNot a substantial claim - Premisenone given
In the majority of states, local school districts use specific criteria to identify gifted and talented students, most commonly a multiple-criteria model with at least two types of information.
“In the majority of states, local school districts use specific criteria to identify gifted and talented students, most commonly by applying a multiple-criteria model with a minimum of two types of information (e.g., typically IQ test score and teacher referral).”
Quote in the paperNot a substantial claim - Interpretationreasoning
Using local norms helps identify children with the greatest potential within a school, who may benefit from a more rigorous, advanced curriculum.
“Using local norms helps to identify children with the greatest potential within a school, who may benefit from a more rigorous, advanced curriculum than is currently available.”
Quote in the paperSubstantial claim - Interpretationcitation
Blaming disproportionality in gifted programs solely on faulty identification protocols is an oversimplification of a complex issue.
“However, blaming the disproportionality in gifted programs on faulty identification protocols is an oversimplification of an extremely complex issue (Erwin & Worrell 2012, Worrell & Dixson 2018).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
Students who are English language learners or who have language, speech, or hearing impairments may be better able to demonstrate their capabilities on a nonverbal test.
“For example, students who are English language learners (ELLs) or who have language, speech, or hearing impairments may be better able to demonstrate their capabilities on a nonverbal test (Worrell 2018).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Worrell 2018 source
- Premisecitation
The achievement gap is also present on major tests of cognitive ability, manifested in mean score differences and in percentages of individuals at different levels of the distribution.
“This achievement gap, which is manifested not only in mean score differences, but also in percentages of individuals at different levels of the distribution, is also present on major tests of cognitive ability (Neisser et al. 1996, Nisbett et al. 2012).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
Similar results to the Florida alternative identification plans were found for the state of Georgia.
“McBee (2010) found similar results for the state of Georgia.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites McBee 2010 source
- Interpretationreasoning
Whether students are identified as gifted and talented is highly dependent on the state in which they live, given variability among states in funding and legislation.
“Given variability among states in terms of funding and legislation, whether students are identified as gifted and talented is highly dependent upon the state in which they live.”
Quote in the paperNot a substantial claim - Premisecitation
Using teacher referrals as a preliminary step for gifted program placement is an obstacle to identifying minority and low-income gifted students.
“However, using teacher referrals as a preliminary step for placement in gifted programs is another obstacle to the identification of minority and low-income gifted students (Peters & Engerrand 2016).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Peters & Engerrand 2016 source
- Interpretationcitation
Local norms will only be useful to the extent that they allow activities that enable identified students to compete on national norms by the end of K-12 education.
“This outcome is important, as local norms will only be useful to the extent that they allow for activities that result in identified students being able to compete on the basis of national norms as they approach the end of the K-12 education (Worrell & Dixson 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Worrell & Dixson 2018 source
- Premisenone given
Most schools and districts that use standardized tests to identify gifted children set cutoffs based on national norms, typically the 90th or 95th percentile.
“Most schools and districts that rely on the use of standardized tests to identify gifted children set cutoffs for program participation based on national normstypically the 90th or 95th percentile.”
Quote in the paperNot a substantial claim - Premisecitation
African American and Latinx students generally obtain lower scores than their Asian and European American peers on state tests, national tests, and ability tests, including the NNAT.
“there is research evidence showing that (a) African American and Latinx students generally obtain lower scores than their Asian and European American peers on state tests, national tests, and ability tests, including the NNAT (see Peters & Engerrand 2016)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Peters & Engerrand 2016 source
- Premisereasoning
Educators' beliefs about the nature of giftedness and talent affect whom they refer for testing.
“Putting aside the issue of bias, educators' beliefs about the nature of giftedness and talent affect, at the most fundamental level, whom they refer for testing.”
Quote in the paperSubstantial claim - Premisecitation
The most robust research support for identification practices with both short-term and long-term predictive validity is for the use of IQ and above-grade-level tests of more specific cognitive abilities.
“The most robust research support, in terms of identification practices that have both short-term (performance in accelerated classes) and long-term predictive validity (i.e., achievement in adulthood), is for the use of IQ (Lubinski 2016, Terman & Oden 1959) and above-grade-level tests of more specific cognitive abilities (Lubinski 2016, Makel et al. 2016).”
Quote in the paperSubstantial claim0 of 3 sources checked - Premisecitation
Commonly used teacher rating scales for gifted referral all failed, to varying degrees, to meet traditional fit criteria, suggesting their scores would not yield valid inferences.
“They discovered that all of them, to varying degrees, failed to meet traditional fit criteria, suggesting that the scores would not yield valid inferences.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Peters & Pereira 2017 source
- Premisecitation
Dynamic assessment has not been widely studied with gifted underrepresented students.
“Dynamic assessment has not been widely studied with gifted underrepresented students”
Quote in the paperNot a substantial claim - Premisecitation
Terman's gifted sample was superior to nongifted students on social, emotional, moral, and volitional traits.
“Terman & Oden (1959) reported that the group was superior to nongifted students on social, emotional, moral, and volitional traits.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Terman & Oden 1959 source
- Interpretationcitation
The view that giftedness is concomitant with social and emotional fragility and greater psychological vulnerability has not been supported in the research literature.
“Despite the prevalence of this viewpoint (e.g., Silverman 2002), it has not been supported in the research literature (Neihart et al. 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Neihart et al. 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Students from underrepresented groups identified using a variety of indicators often still perform at lower levels than peers identified in more traditional ways.
“students from underrepresented groups who are identified using a variety of indicators often still perform at lower levels than their peers identified in more traditional ways (e.g., VanTassel-Baska et al. 2007)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites VanTassel-Baska et al. 2007 source
- Interpretationnone given
For children with fewer opportunities to learn, challenging curriculum can allow them to display exceptional reasoning ability that may not be evident in school achievement.
“For children who have had fewer opportunities to learn, challenging curriculum can offer the opportunity for students to display exceptional reasoning ability that might not be obvious in school achievement.”
Quote in the paperSubstantial claim - Premisecitation
Adding performance-based assessments to the state's existing identification system resulted in identifying an additional group of students who were 12% African American and 14% low income.
“Results showed that adding performancebased assessments to the state's existing identification system resulted in the identification of an additional group of students who were 12% African American and 14% low income.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites VanTassel-Baska et al. 2002 source
- Premisecitation
Some underrepresented gifted students achieve comparable performance only after intensive enrichment efforts.
“some of them achieve comparable performance only after intensive enrichment efforts (e.g., Horn 2015, Olszewski-Kubilius & Steenbergen-Hu 2017, Olszewski-Kubilius et al. 2017).”
Quote in the paperNot a substantial claim0 of 3 sources checked - Interpretationcitation
The potential for expanded identification using dynamic assessment is promising.
“however, the potential for expanded identification is promising (Lidz & Elliott 2006).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Lidz & Elliott 2006 source
- Premisecitation
Evidence in support of the effectiveness of acceleration is extensive and robust.
“the evidence in support of the effectiveness of acceleration is extensive and robust (Assouline et al. 2015, Lubinski 2016, Steenbergen-Hu et al. 2016).”
Quote in the paperNot a substantial claim0 of 3 sources checked - Interpretationreasoning
Using 6.5% as an estimate and assuming private school gifted percentage is at least equivalent to public, approximately 3.7 million students are currently classified as gifted in K-12.
“Using 6.5% as an estimate, and assuming that the percentage of gifted students in private schools is at least equivalent to the percentage in public schools, approximately 3.7 million students are currently classified as gifted in K-12 schools.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The percentage of gifted students in private schools is at least equivalent to the percentage in public schools.
- Interpretationreasoning
Identification protocols used by school systems serve to delimit the number of students who qualify for gifted education, often due to financial or organizational constraints.
“Identification protocols used by school systems serve the same purpose: delimiting the number of students that will qualify for gifted education, often because of financial or organizational constraints, such as having only one qualified teacher.”
Quote in the paperNot a substantial claim - Premisecitation
Using challenging curriculum with young learners to identify potential is a new approach to identifying more children from underrepresented groups.
“A new approach to identifying more children from underrepresented groups is to use challenging curriculum with young learners to identify potential.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Horn 2015 source
- Premisecitation
Gifted students report higher academic self-concepts than their nongifted peers.
“gifted students report higher academic self-concepts than their nongifted peers (Hoge & Renzulli 1993, Rinn 2007).”
Quote in the paperNot a substantial claim0 of 2 sources checked - Interpretationnone given
The percentage of individuals who can be classified as gifted in sports is comparable to the numbers identified as gifted or advanced in academic domains.
“First, the percentage of individuals who can be classified as gifted in sports is comparable to the numbers identified as gifted or advanced in academic domains.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Available data on gifted students are not as precise or complete as they should be.
“Thus, the available data on gifted students are not as precise or complete as they should be.”
Quote in the paperNot a substantial claim- Rests on an assumption: Schools typically identify students as gifted without specifying subject area or domain.
- Rests on an assumption: Available data on gifted students exist only for gifted students in public schools.
- Premisecitation
In the Young Scholars program, 25% of students identified through challenging curriculum eventually qualify for their school districts' highest level of gifted programming.
“data show that 25% of students identified in this fashion eventually qualify for their school districts' highest level of gifted programming.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Horn 2015 source
- Interpretationreasoning
This expectation cannot be met using the same cutoff scores or identification protocols until achievement gaps are eliminated.
“it cannot be met using the same cutoff scores or identification protocols until achievement gaps are eliminated, an outcome that will require ongoing and sustained efforts.”
Quote in the paperSubstantial claim- Rests on an assumption: Achievement gaps can be eliminated.
- Interpretationreasoning
This conclusion also holds using fourth-grade mathematics advanced levels and eighth-grade reading and mathematics advanced levels.
“This conclusion also holds if we use students in the advanced range in fourth-grade mathematics and students in the advanced range in reading and mathematics in eighth grade.”
Quote in the paperSubstantial claim - Premisecitation
Participating in both enrichment and accelerated classes resulted in gifted students being introduced to communities of learning, resulting in lower feelings of isolation and uniqueness.
“Additionally, participating in both enrichment and accelerated classes resulted in gifted students being introduced to communities of learning, that is, learners like themselves who provide social support, resulting in lower feelings of isolation and uniqueness (Rinn 2018, Sosniak 1999).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Rinn 2018 source
- cites Sosniak 1999
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
Prolonged focus on global enrichment can lead to missing out on early specialization in domains such as mathematics, where talent development can start earlier and earlier start is advantageous.
“However, prolonged focus on global enrichment can lead to missing out on early specialization in domains such as mathematics, in which talent development can start earlier and in which this earlier start is advantageous.”
Quote in the paperSubstantial claim - Interpretationnone given
Compulsory schooling for all has not removed barriers associated with socioeconomic status, including the technology divide and quality of schools.
“However, compulsory schooling for all has not removed barriers associated with socioeconomic status that are manifested in multiple ways, including the technology divide and the quality of the schools that individuals attend.”
Quote in the paperNot a substantial claim - Premisenone given
Many gifted youth, including those from underrepresented populations, want to excel in areas such as professional sports or entertainment, domains not the primary focus of schooling and in which it is much more difficult to succeed professionally.
“However, many gifted youth, including those from underrepresented populations, want to excel in areas such as professional sports or entertainment, domains that are not the primary focus of schooling and in which it is much more difficult to succeed professionally.”
Quote in the paperNot a substantial claim
- May combine two claims. 53
- Classified as probably not a substantial claim. 44
May combine two claims.
PremisecitationPsychosocial factors are important in helping gifted students develop their potential gifts, though some factors are probably more useful than others.
“Psychosocial variables also play an important role in supporting gifted students in developing their potential gifts, although some of these variables are likely to be more useful than others (Dixson et al. 2016(Dixson et al. , 2017)).”
Quote in the paperNot a substantial claim1 of 2 sources checkedMay combine two claims.
PremisecitationStudents newly identified through universal screening had lower achievement on standardized tests but were successful in the gifted program, achieving greater gains in reading and math than students referred under the old system.
“Although the newly identified students had lower achievement, as evidenced by their scores on standardized achievement tests, they were successful in the gifted program, achieving greater gains on reading and math than students referred under the old system.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Card & Giuliano 2015 source
The Conclusions report that newly identified students had lower standardized achievement scores. Section V examines reading and math gains and finds slightly higher gains at schools with more newly identified students, but calls the evidence only suggestive that these students benefited more than those identified under the old referral system. The claim overstates that tentative, school-level comparison as a definite finding of greater gains for the newly identified students. (LLM, conf=0.88)
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationUniversal screening in a Florida district increased the percentage of students identified as gifted from 3.3% to 5.5%, with the number of low-income and minority students increasing by 180%.
“Card & Giuliano reported that the percentage of students identified as gifted within the district rose from 3.3% to 5.5%, with the number of low-income and minority students increasing by 180%.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Card & Giuliano 2015 source
The section on net impacts reports that the district’s gifted rate among third graders rose after screening, but gives a 1.7-percentage-point increase, not the claimed rise from 3.3% to 5.5% (2.2 points). A passage labeled VI. Conclusions reports a 180% increase for disadvantaged gifted third graders; it reports separate increases of about 80% for Black students and 130% for Hispanic students, not 180% for low-income and minority students collectively. Page numbers were not available in our copy. (LLM, conf=0.90)
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationThere is ample evidence that the opportunity gap affects all low-income students, contributing to lower achievement among low-income, high-potential students.
“There is ample evidence that the opportunity gap affects all low-income students, contributing to lower achievement on the part of low-income, high-potential students (Hoxby & Avery 2013, Wai & Worrell 2016, Wyner et al. 2007).”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Hoxby & Avery 2013 source
The “High-Achieving Students” section reports that low-income students are less likely than high-income students to be high achievers at the end of high school. It does not establish that an opportunity gap affects all low-income students or causes lower achievement among those with high potential; the Introduction explicitly describes the paper’s evidence as descriptive, not causal. Page numbers are unavailable in our copy. (LLM, conf=0.87)
Experimental — accuracy not yet measured - cites Wai & Worrell 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Wyner et al. 2007
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationResearch provides strong support for accelerated programming for gifted students, but support for acceleration is not universal.
“Although research strongly supports accelerated programming for gifted students (Assouline et al. 2015, Steenbergen-Hu et al. 2016), even support for acceleration is not universal.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Assouline et al. 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Steenbergen-Hu et al. 2016 source
May combine two claims.
PremisecitationGifted students show adjustment that is at least equal to, and vulnerability that is no greater than, that of peers not identified as gifted.
“Research suggests that gifted students are at least as well adjusted as and no more vulnerable than their nonidentified peers (Erwin 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Erwin 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn some European and Asian countries, Ziegler's actiotope model has been widely implemented.
“in some European and Asian countries, Ziegler's (2005;Phillipson et al. 2013) actiotope model has been widely implemented.”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenSeveral contemporary conceptualizations of giftedness go beyond general cognitive ability to other theories of intelligence and domain-specific abilities.
“However, several contemporary conceptualizations extend giftedness beyond g to other theories of intelligence and domain-specific abilities.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationFor many years, Renzulli's enrichment triad has been the most widely used model in US schools.
“For many years, the most widely used model in US schools has been Renzulli's (1977Renzulli's ( , 2016;;Renzulli & Reis 1997) enrichment triad.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Renzulli 1977 source
- cites Renzulli 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Renzulli & Reis 1997
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationFor gifted adults in some domains, links between achieved eminence and psychopathology have been reported.
“for gifted adults in at least some domains, associations between achieved eminence and psychopathology (Simonton & Song 2009) have been reported.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Simonton & Song 2009 source
Classified as probably not a substantial claim.
PremisereasoningTalent development models emphasize that childhood giftedness is potential that must be developed to produce a gifted adult.
“First, although they acknowledge the importance of ability, either explicitly or implicitly, they emphasize the fact that giftedness in childhood is based on potential that must be developed to produce a gifted adult.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenTalent development and integrative models do not argue that deliberate practice without potential is sufficient to explain outstanding performance.
“although they do not argue that deliberate practice without potential is sufficient to explain outstanding performance.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationSubotnik & Jarvin's SP/A model highlights how musical potential is transformed into musical talent, and exploratory investigations have supported this model in mathematics using domain-relevant variables.
“Subotnik & Jarvin's (2005) SP/A model, which was developed to explain musical talent, highlights how musical potential is transformed into musical talent, and exploratory investigations have provided support for this model in the domain of mathematics using domain relevant variables.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Subotnik & Jarvin 2005 source
May combine two claims.
Premisenone givenThese integrative models are developmental into adulthood and focus beyond academic domains.
“These models are developmental into adulthood and include a focus beyond the academic domains.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationTalent search participants frequently engage in accelerated classes, which are well supported in the empirical literature.
“perhaps due to the fact that talent search participants frequently engage in accelerated classes, which are also well supported in the empirical literature”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Steenbergen-Hu et al. 2016 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe megamodel holds that mental and social skills are essential for transforming abilities into competencies, competencies into expertise, and expertise into eminence.
“(e) mental and social skills are essential in transforming abilities into competencies, competencies into expertise, and expertise into eminence;”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Subotnik et al. 2011 source
- cites Subotnik et al. 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe megamodel holds that opportunities must be offered at the developmentally appropriate time.
“(c) opportunities must be offered at the developmentally appropriate time;”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Subotnik et al. 2011 source
- cites Subotnik et al. 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisereasoningAlmost all talent development and integrated models begin with potential and note the need for opportunities and resources to allow talent to develop.
“almost all of which begin with potential and note the need for opportunities and resources to allow talent to develop.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenThe role of psychosocial variables and the idea of developmental trajectories are explicit in talent development and integrative models.
“The role of psychosocial variables and the idea of developmental trajectories are also explicit in the talent development and integrative models.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe idea that a gifted child does not necessarily become a gifted adult is more explicit in talent development and integrated models.
“This idea that the gifted child does not necessarily become a gifted adult is more explicit in the talent development and integrated models”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisereasoningThe final three models reviewed are integrative because they combine other models from the literature.
“The final three models reviewed are integrative models, in that they are based on combinations of other models in the literature.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationMany scholars agree that giftedness is manifested as expert performance.
“many scholars agree that giftedness is manifested as expert performance (e.g., Ericsson et al. 2005).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ericsson et al. 2005 source
May combine two claims.
PremisecitationThe majority of variance in expert performance is not accounted for by deliberate practice, so deliberate practice cannot be the sole determinant of expertise.
“the majority of variance is not accounted for by deliberate practice, indicating that it cannot be the sole determinant of expertise.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hambrick et al. 2014 source
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe MGIM is an appropriate framework for thinking about gifted students.
“Thus, it is an appropriate framework to include in thinking about gifted students.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationAccording to the advanced academics model, grouping children for advanced instruction should be based on past subject performance rather than on ability tests or gifted identification.
“According to this model, grouping children for advanced instruction should be based on past performance in the subject rather than on tests of ability or gifted identification”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Peters et al. 2014
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationcitationDifferential prediction of mathematical versus verbal versus spatial ability supports integrated models and contradicts the notion that any single factor predicts giftedness or expert performance.
“the differential prediction of mathematical versus verbal versus spatial ability (e.g., Kell et al. 2013, Lubinski 2010) also supports the integrated models and contradicts the notion that any single factor predicts giftedness or expert performance.”
Quote in the paperSubstantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe schoolwide enrichment model is viewed favorably by teachers and administrators, increases positive attitudes toward providing gifted education, and some studies indicate that students receiving instruction based on the model outperform comparison-group peers.
“This model is viewed favorably by teachers and administrators: It increases positive attitudes toward providing gifted education, and some studies indicate that students receiving instruction on the basis of the model outperform comparisongroup peers (Renzulli & Reis 1994).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Renzulli & Reis 1994 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Interpretationnone givenHigh ability, whether general or domain-specific, is an explicit prerequisite for giftedness in ability-focused models.
“high ability, whether general or more specific (e.g., mathematical, creative, bodily-kinesthetic), is an explicit prerequisite for giftedness in the ability-focused models”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe megamodel synthesizes psychological science on giftedness, talent, creativity, high performance, expertise, and eminence, along with major models of giftedness in the literature.
“The megamodel, developed by Subotnik et al. (2011Subotnik et al. ( , 2018)), synthesizes the psychological science on giftedness, talent, creativity, high performance, expertise, and eminence, as well as the major models of giftedness in the extant literature.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Subotnik et al. 2011 source
- cites Subotnik et al. 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationThe megamodel defines giftedness as early potential that becomes domain expertise through effort and opportunity, and sometimes becomes eminence reflected in enduring contributions.
“the megamodel defines giftedness as potential in the early years, which transitions into expertise in a domain through effort and opportunity, and sometimes into eminence, in fully developed talents, reflected in enduring contributions in a domain.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Subotnik et al. 2011 source
- cites Subotnik et al. 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe megamodel holds that individuals must take opportunities to enhance talent.
“(d ) opportunities must be taken by individuals to enhance talent;”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Subotnik et al. 2011 source
- cites Subotnik et al. 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S4 (based).
Premisenone givenMany models of giftedness are not easily translatable into criteria for identification.
“many models of giftedness are not easily translatable into criteria for identification.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationMore than 70% of a sample of experienced fourth-grade teachers believed gifted students would be self-motivated and independent learners, suggesting they would miss children with potential who did not show such well-developed skills.
“More than 70% of the sample believed that gifted students would be selfmotivated and independent learners, suggesting that they would miss children with potential who did not manifest such well-developed skill sets.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Speirs Neumeister et al. 2007 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenMost states require a teacher or parent referral as an initial step in identification protocols, followed by further assessment at multiple points across grades K-12.
“Most states require a teacher or parent referral as an initial step in their identification protocols, followed by further assessment for gifted services at multiple points across grades K-12.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationNNAT scores have larger standard errors of measurement than other nonverbal tests and overestimate the number of both high-scoring and low-scoring children, with English language learners in the primary grades scoring especially poorly.
“NNAT scores not only have larger standard errors of measurement than other nonverbal tests, but also”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Lohman et al. 2008 source
May combine two claims.
PremisecitationSpatial and mathematical reasoning abilities predict adult creative achievements in STEM fields, and verbal ability predicts comparable accomplishments in the social sciences and humanities.
“More specifically, spatial and mathematical reasoning abilities herald adult creative achievements in science, technology, engineering, and mathematics (STEM) fields (e.g., patents, publications in prestigious journals), and verbal ability predicts comparable accomplishments in the social sciences and humanities (e.g., books, awards, publications).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe underrepresentation of low-income and diverse students in gifted programs is often attributed to biased teachers and identification practices.
“often attributed to biased teachers and identification practices (Ford 1998).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Ford 1998 source
Classified as probably not a substantial claim. May combine two claims.
PremisecitationThe NNAT normative sample was not representative of the US population and was particularly unrepresentative of ethnic and racial subgroups.
“Lohman (2005b) argued that the NNAT normative sample was not representative of the US population and particularly unrepresentative of ethnic and racial subgroups.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Lohman 2005b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Premisenone givenHistorically, the field of gifted education has relied on IQ as the hallmark of giftedness and has been widely criticized for doing so.
“Historically, the field of gifted education has relied on measures of general cognitive ability-IQ-as the hallmark of giftedness, and the field has been widely criticized for doing so”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationIn state definitions, 34 states recognize high IQ, 24 recognize general academic achievement, 21 list performing or visual arts talent, 21 list creative giftedness, and 20 include giftedness in a specific academic area.
“In their definitions, 34 states recognize students with high IQ, 24 recognize general academic achievement, 21 list talent in the performing or visual arts, 21 list the creatively gifted, and 20 include students gifted in a specific academic area such as mathematics or science.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Natl.Assoc.Gifted Child.& Counc.State Dir.Programs Gifted 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenThe most frequently required criteria for gifted identification include IQ scores, achievement data, teacher nominations, performance on state assessments, and student portfolios.
“The most frequently required criteria for identification include IQ scores, achievement data, teacher nominations, performance on state assessments, and student portfolios.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationProject Excite students, when they entered high school, were outperforming their minority peers and their performance was almost comparable to White students.
“When these students entered high school, they were outperforming their minority peers and their performance was almost”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Olszewski-Kubilius & Steenbergen-Hu 2017 source
May combine two claims.
PremisecitationIQ has been shown to be a substantive predictor of both school achievement and job performance.
“although IQ has been shown to be a substantive predictor of both school achievement and job performance (Neisser et al. 1996, Nisbett et al. 2012).”
Quote in the paperSubstantial claim0 of 2 sources checkedMay combine two claims.
Interpretationnone givenOther than research on identification via talent search and long-term outcomes, there are few large-scale studies of gifted models and no comparisons of the efficacy of models.
“To date, however, other than the research on the role of identification via talent search on long-term outcomes, there are few large-scale studies of any gifted models in the literature and no comparisons of the efficacy of models.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe achievement gap among students in the highest proficiency levels has been labeled the excellence gap, reflecting the small percentages of African Americans, Native Americans, and Latinx students.
“In gifted education circles, the achievement gap among students in the highest proficiency levels has been labeled the excellence gap by researchers (e.g., Plucker & Peters 2016), reflecting the small percentages of African Americans, Native Americans, and Latinx students.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Plucker & Peters 2016
May combine two claims.
Premisenone givenOn average, some Asian American groups are in the top tier of performance, European Americans and multiethnic individuals make up the second tier, and African Americans, Native Americans, and Latinx groups fall in the lowest tier.
“Some Asian American groups are in the top tier of performance, on average, with European Americans and multiethnic individuals making up the second tier; African Americans, Native Americans, and Latinx groups fall in the lowest tier of performance, on average.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationTraditional cognitive instruments have been dismissed as biased or unfair, and nonverbal ability tests have been proposed as a valid alternative in some circumstances.
“Traditional cognitive instruments have been dismissed as biased or unfair (Ford & Helms 2012), and nonverbal ability tests have been put forward as a valid alternative in some circumstances.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Ford & Helms 2012 source
May combine two claims.
PremisecitationSchool districts using alternative identification plans doubled the probability that low-income students would be identified for gifted services, although these students still remained underrepresented overall.
“McBee et al. (2012b) showed via propensity analysis that school districts using the alternative plans doubled the probability that low-income students would be identified for gifted services, although these students still remained underrepresented overall.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites McBee et al. 2012b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationOnly nine states specifically mention identifying low-income students, eight mention English learners, eight mention culturally or ethnically diverse students, six mention twice-exceptional students, and three mention geographically isolated or rural students.
“Only nine states specifically mention identifying low-income students, eight mention English learners, eight mention culturally or ethnically diverse students, six mention students who are twice exceptional, and three mention students who are geographically isolated or live in rural areas.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Natl.Assoc.Gifted Child.& Counc.State Dir.Programs Gifted 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSimilar percentages (4.4-5.6%) of African American, European American, and Latinx students in the NNAT normative sample scored at or above the 95th percentile, indicating the traditional ability gap was not present for this nonverbal instrument.
“Naglieri & Ford (2003) reported that similar percentages (4.4-5.6%) of African American, European American, and Latinx students in the NNAT normative sample obtained scores at or above the 95th percentile, indicating that the traditional ability gap was not present for this nonverbal instrument.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Naglieri & Ford 2003 source
May combine two claims.
InterpretationcitationNonverbal measures may be excellent for identifying students in some STEM domains, but they need to be used with other measures and will not solve the issue of underrepresentation.
“Although nonverbal measures may be excellent in identifying students in some STEM domains, like other assessments, they need to be used with other measures and will not solve the issue of underrepresentation (Worrell 2018).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Worrell 2018 source
Probably not a substantial claim: may not pass S4 (based).
Premisenone givenThere is no consensus definition of giftedness either within the field or in federal legislation.
“there is no consensus definition either within the field or in federal legislation”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationMeasures of mathematical, verbal, and spatial reasoning, when assessed via tests such as the SAT or ACT, predict successful performance in accelerated courses and programs and also predict adult achievement in related domains.
“For example, measures of mathematical, verbal, and spatial reasoning, when assessed via tests such as the SAT or ACT, predict successful performance in accelerated courses and programs (Olszewski-Kubilius 2015) and also predict adult achievement in related domains of practice (Lubinski 2016, Makel et al. 2016).”
Quote in the paperSubstantial claim0 of 3 sources checkedClassified as probably not a substantial claim. May combine two claims.
PremisecitationThe percentage of students in the school population may not be the appropriate comparison group for assessing underrepresentation; a viable comparison group consists of students performing at advanced levels in reading and mathematics based on national statistics.
“Worrell & Dixson (2018) suggested that the percentage of students in the school population may not be the appropriate comparison group to use.They argued that a viable comparison group consists of students who are performing at the advanced levels in reading and mathematics based on national statistics.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Worrell & Dixson 2018 source
Classified as probably not a substantial claim.
InterpretationreasoningMost definitions in the field reflect a nuanced view of potential (nature) being transformed by appropriate talent development opportunities (nurture).
“most of the definitions in the field reflect neither extreme; rather, they point toward the more nuanced view of potential (nature) being transformed by appropriate talent development opportunities (nurture).”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationAfrican American, American Indian/Alaska Native, Asian American, European American, and Latinx students constitute 16%, 1%, 5%, 50%, and 25% of school-aged population, respectively, but 10%, 1%, 10%, 62%, and 16% of gifted students, respectively.
“African American, American Indian and Alaska Native, Asian American, European American, and Latinx students constitute 16%, 1%, 5%, 50%, and 25% of the school-aged population, respectively (McFarland et al. 2017), but constitute 10%, 1%, 10%, 62%, and 16% of gifted students, respectively (Off.Civil Rights 2012).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites McFarland et al. 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Off. Civil Rights 2012
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationreasoningAsian American and European American students are overrepresented, and African American and Latinx students are underrepresented in the gifted student group, based on population statistics.
“As these numbers indicate, Asian American and European American students are overrepresented, and African American and Latinx students are underrepresented in the gifted student group, based on population statistics.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationGifted sixth graders reported significantly less relational and verbal victimization, with small effect sizes, and similar levels of physical victimization, and fewer gifted students reported being victimized across all categories.
“Gifted students reported significantly less relational and verbal victimization, albeit with small effect sizes and a similar level of physical victimization, and fewer gifted students reported being victimized across all victimization categories.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Erwin 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationWarne et al. (2013) showed that much of the disparity in identification and participation of minority and low-income students in gifted programs in Utah was due to these students' lower achievement test scores, which may imply a lack of prior opportunity to learn.
“Warne et al. (2013), in a study of diversity within gifted programs in Utah, showed that much of the disparity in identification and participation of minority and low-income students in gifted programs was due to these students' lower achievement test scores, which may imply the lack of prior opportunity to learn.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Warne et al. 2013 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationBetween 2004 and 2012, the number of children in US public schools increased from approximately 47.8 million to 49.8 million.
“Between 2004 and 2012, the number of children in public schools in the United States increased from approximately 47.8 million to 49.8 million (Snyder et al. 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Snyder et al. 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenDisproportionality is domain specific.
“Second, disproportionality is domain specific.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSubotnik et al. (2011) argued that potential is transformed into achievement and then expertise, and that some experts become eminent due to the transformative and enduring nature of their contributions.
“Subotnik et al. (2011) attempted to integrate multiple definitions in the field, arguing that potential is transformed into achievement and then expertise, and that some experts go on to become eminent due to the transformative and enduring nature of their contributions.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Subotnik et al. 2011 source
May combine two claims.
PremisecitationDisparities in gifted students in STEM schools were associated with disparities in parental education: nearly 57% of specialized science school graduates had a parent in a STEM-related career, and only 20% had parents who had not completed education beyond high school.
“Almarode et al. (2014) also found that the disparities in gifted students in STEM schools were associated with disparities in parental education: Nearly 57% of specialized science school graduates had a parent in a STEM-related career, and only 20% had parents who had not completed an education beyond high school.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Almarode et al. 2014 source
May combine two claims.
PremisecitationStudies on developing expertise have challenged the role of disciplined practice or nurture as the primary discriminator between good and outstanding performance, with data suggesting exceptional ability enhances effectiveness of practice and contributes to greater self-management of talent development and faster growth with practice and study.
“Studies from literature on developing expertise (e.g., Hambrick et al. 2018) have challenged the role of disciplined practice or nurture as the primary discriminator between good and outstanding performance, with data suggesting that exceptional ability enhances the effectiveness of practice and contributes to greater self-management of talent development, as well as faster growth with practice”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hambrick et al. 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationreasoningGifted students, with tragic exceptions, are no more vulnerable than their nongifted peers and are likely to become happier and healthier adults.
“In sum, gifted students, with tragic exceptions, are no more vulnerable than their nongifted peers and are likely to become happier and healthier adults.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationGifted students reported higher positive outcomes and did not have higher levels of psychopathology than their peers.
“gifted students not only reported higher positive outcomes, but also did not have higher levels of psychopathology than their peers (Suldo et al. 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Suldo et al. 2018 source
May combine two claims.
PremisecitationIn 2004, 6.7% (3.2 million) of public school students were classified as gifted; in 2012, 6.4% (3.19 million) were.
“Of this number, 6.7% (3.2 million) were classified gifted in 2004, and 6.4% (3.19 million) were classified as gifted in 2012 (Snyder et al. 2016(Snyder et al. , 2018)).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Snyder et al. 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Snyder et al. 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningIf opportunity to learn is the primary driver of underrepresentation, then gifted identification practices are valid and should not be blamed.
“However, if opportunity to learn is the primary driver of underrepresentation, then gifted identification practices are valid and should not be blamed.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationSMPY participants chosen by very high mathematical or verbal ability reported high scores on flourishing, positive feelings, life satisfaction, career direction, and romantic satisfaction.
“Lubinski et al. (2014) reported similar findings for the SMPY samples who were chosen by way of very high mathematical or verbal ability: Participants reported high scores on flourishing, positive feelings, life satisfaction, career direction, and romantic satisfaction.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Lubinski et al. 2014 source
May combine two claims.
InterpretationcitationUsing fourth-grade reading advanced levels as benchmark, African American and Latinx students are overrepresented, and Asian American students are underrepresented.
“Using reading level in fourth grade as the benchmark, where 2% of African American, 4% of American Indian and Alaska Native, 15% of Asian American, 11% of European American, and 3% of Latinx students are scoring at the advanced levels (Aud et al. 2010), African American and Latinx students are overrepresented, and Asian American students are underrepresented.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Aud et al. 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationA 2-year follow-up found that students identified with performance tasks had general performance levels below traditionally identified students, but their performance was near the mean of traditional students in their areas of strength.
“A 2-year follow-up study on the students revealed that those identified with the performance tasks had general performance levels below that of traditionally identified students, but their performance was near the mean of traditional students in their areas of strength (VanTassel-Baska et al. 2007).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites VanTassel-Baska et al. 2007 source
Probably not a substantial claim: may not pass S4 (based). May combine two claims.
Interpretationnone givenDisproportionality in a particular domain may be driven in part by individuals who aspire to outstanding achievement in that domain, which may be related to visibility of high achievers who are role models for specific groups.
“Third, and perhaps most importantly, disproportionality in a particular domain may be driven in part by the individuals who aspire to outstanding achievement in that domain, which may in turn be related to the visibility of high achievers who are role models for specific groups.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationIndividuals from groups underrepresented in gifted and talented programs are overrepresented in three major sports leagues: African Americans make up over 70% of NBA players and over 65% of NFL players, and over 25% of MLB players are Latinx.
“individuals from groups that are underrepresented in gifted and talented programs are overrepresented in three of the major sports leagues: African Americans make up over 70% of the players in the National Basketball Association (Lapchick & Guiao 2015) and over 65% of the players in the National Football League (Gertz 2017), and over 25% of the players in Major League Baseball are Latinx (Lapchick”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Lapchick & Guiao 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Gertz 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Lapchick & Salas 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThere is an expectation that the demographic profile of gifted students should mirror the demographic profile of the school or district.
“there is an expectation that the demographic profile of gifted students should mirror the demographic profile of the school or school district ( Johnsen 2011).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Johnsen 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Interpretationnone givenGagné's focus on the top 10% and Terman's use of an IQ of 140 are arbitrary cutoffs that limit the number of identified students without distinguishing truly gifted from nongifted.
“Gagné's (2005) focus on the top 10% and Terman's (1922) use of an IQ of 140 are arbitrary cutoffs that limit the number of identified students without distinguishing the truly gifted from the nongifted.”
Quote in the paperSubstantial claim0 of 2 sources checkedClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningIdentification is complicated because many protocols are based on finding gifted students, although giftedness is fundamentally a classification decision rather than a discovery process.
“identification is a complicated issue in part because many of the protocols are based on finding gifted students, although giftedness is fundamentally a classification decision rather than a discovery process.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSuicidal ideation in gifted students is equivalent to that of their nongifted peers.
“Cross & Cross (2018) concluded tentatively that suicidal ideation in gifted students is equivalent to that of their nongifted peers.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Cross & Cross 2018 source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenTalent development supports gifted youth in fulfilling their potential by evolving into creative producers or performers in adulthood.
“Talent development supports gifted youth in fulfilling their potential by evolving into creative producers or performers in adulthood.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenNo cost-benefit analyses have been conducted on investing in high-ability, low-income children's education.
“No cost-benefit analyses have been conducted on investing in high-ability, low-income children's education.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationSubotnik et al. (2011) defined eminence as the outcome of fully developed talent, demonstrated by some creative product, performance, or idea that changes a field or domain, and suggested it be the ultimate goal of the talent development process.
“Subotnik et al. (2011) defined eminence as the outcome of fully developed talent, demonstrated by some creative product, performance, or idea that changes a field or domain, and suggested that it be the ultimate goal of the talent development process.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Subotnik et al. 2011 source
Probably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningWithout greater federal resources for quality talent development, there will be fewer creative producers and performers in adulthood, a loss to the individual and society.
“It is clear that, without this commitment, there will be fewer creative producers and performers in adulthood, a loss both to the individual and to society.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone givenA program of psychosocial strength training can be a useful parallel curriculum for advanced work in the academic world, but there is currently no systematic, benchmarked curriculum of this nature for use with academically talented youth.
“A program of psychosocial strength training, which is an integral part of elite preparation for athletes or performers, can be a useful parallel curriculum for advanced work in the academic world, but there is currently no systematic, benchmarked curriculum of this nature for use with academically talented youth.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenThe National Defense Education Act of 1958 funded identification and programming for STEM and select foreign language talent development.
“One noteworthy example is the National Defense Education Act of 1958, when Congress funded identification and programming for STEM and select foreign language talent development.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Giftedness occurs in both academic and nonacademic domains, even though it is usually associated with schooling.
“Although giftedness is typically associated with schooling, gifted individuals exist across academic and nonacademic domains.”
The paper relies on this without support.
The practices used in a country, state, or district depend to a large extent on the specific theoretical framework of giftedness that has been adopted.
“the practices used in a country, state, or district depend to a large extent on the specific theoretical framework that has been adopted.”
The paper relies on this without support.
High cognitive ability (g) or IQ is the most common conceptualization of giftedness and continues to play a major role in most models of giftedness.
“Perhaps the most common conceptualization of giftedness is as high cognitive ability (i.e., g) or IQ, a variable that continues to play a major role in most models of giftedness.”
The authors state this as an assumption.
The percentage of gifted students in private schools is at least equivalent to the percentage in public schools.
“assuming that the percentage of gifted students in private schools is at least equivalent to the percentage in public schools”
The paper relies on this without support.
Schools typically identify students as gifted without specifying subject area or domain.
“Schools typically identify students as gifted but do not specify subject area or domain.”
The paper relies on this without support.
Available data on gifted students exist only for gifted students in public schools.
“Indeed, they exist only for gifted students in public schools.”
The paper relies on this without support.
Achievement gaps can be eliminated.
“until achievement gaps are eliminated, an outcome that will require ongoing and sustained efforts”
The authors state this as an assumption.
Children will find themselves attracted to and engaged in areas they may not have encountered in family or school life.
“with the assumption that children will find themselves attracted to and engaged in areas that they may not have encountered in the course of family or school life”
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Intellectual Precocity: What Have We Learned Since Terman?
Lubinski, D., & Benbow, C. P. (2020) · Gifted Child Quarterly · doi:10.1177/0016986220925447 · Cited by 99 · see citing works
Bernstein, B. O., Lubinski, D., & Benbow, C. P. (2020) · Journal of Educational Psychology · doi:10.1037/edu0000500 · Cited by 76 · see citing works
Hornstra, L., Bakx, A. W. E. A., Mathijssen, A. C. S., & Denissen, J. J. A. (2020) · Learning and Individual Differences · doi:10.1016/j.lindif.2020.101871 · Cited by 67 · see citing works
Environmental Factors and Personal Characteristics Interact to Yield High Performance in Domains
Subotnik, R. F., Olszewski‐Kubilius, P., & Worrell, F. C. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02804 · Cited by 61 · see citing works
Self-citationIntellectual Giftedness and Multidimensional Perfectionism: a Meta-Analytic Review
Stricker, J., Buecker, S., Schneider, M., & Preckel, F. (2019) · Educational Psychology Review · doi:10.1007/s10648-019-09504-1 · Cited by 61 · see citing works
“The weighting and the precise cut-off criteria of these or other indicators differ between studies and educational contexts (Worrell et al. 2019).”
BackgroundProposal for a new talent concept based on socioformation
Tobón, S., & Luna-Nemecio, J. (2020) · Educational Philosophy and Theory · doi:10.1080/00131857.2020.1725885 · Cited by 49 · see citing works
Subotnik, R. F., Olszewski‐Kubilius, P., & Worrell, F. C. (2020) · Springer eBooks · doi:10.1007/978-3-030-56869-6_24 · Cited by 49 · see citing works
Self-citationAubry, A., Gonthier, C., & Bourdin, B. (2021) · Acta Psychologica · doi:10.1016/j.actpsy.2021.103358 · Cited by 47 · see citing works
A Model of Academic, Personality, and Emotion-Related Predictors of University Academic Performance
Sánchez‐Ruiz, M., & Khoury, J. E. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02435 · Cited by 43 · see citing works
Achieving Equity in Gifted Education: Ideas and Issues
Worrell, F. C., & Dixson, D. D. (2022) · Gifted Child Quarterly · doi:10.1177/00169862211068551 · Cited by 36 · see citing works
“Finally, as individuals who have written on it ourselves (e.g., Dixson, 2020; Worrell & Dixson, 2018, 2020; Worrell et al., 2019, 2020), we also have views on this topic.”
BackgroundSelf-citationAnxiety and Depression in Gifted Individuals: A Systematic and Meta-Analytic Review
Duplenne, L., Bourdin, B., Fernandez, D., Blondelle, G., & Aubry, A. (2023) · Gifted Child Quarterly · doi:10.1177/00169862231208922 · Cited by 46 · see citing works
“Studies including a high potential sample, that is, individuals with superior performance in one or more specific domains compared with their peers (Francis et al., 2016; Martin et al., 2010; Worrell et al., 2019).”
BackgroundHornstra, L., Mathijssen, A. C. S., Denissen, J. J. A., & Bakx, A. (2023) · Learning and Individual Differences · doi:10.1016/j.lindif.2023.102345 · Cited by 25 · see citing works
Creativity, emotional intelligence and coping style in intellectually gifted adults
Fabio, R. A., & Buzzai, C. (2020) · Current Psychology · doi:10.1007/s12144-020-00651-1 · Cited by 26 · see citing works
Marsili, F., & Pellegrini, M. (2022) · School Psychology International · doi:10.1177/01430343221105398 · Cited by 25 · see citing works
“Recently, nominations have received attention in the theoretical discussion for the possibility of implementing all four forms together, but few studies have investigated it (Worrell et al., 2019).”
BackgroundPaz-Baruch, N., & Hazema, H. (2023) · journal for the education of the gifted · doi:10.1177/01623532221143825 · Cited by 26 · see citing works
“The literature suggests numerous definitions for giftedness and offers myriad descriptions of individuals with high abilities (Ambrose et al., 2010; Worrell et al., 2019).”
BackgroundTeaching computational thinking to exceptional learners: lessons from two inclusive classrooms
Prado, Y., Jacob, S. R., & Warschauer, M. (2021) · Computer Science Education · doi:10.1080/08993408.2021.1914459 · Cited by 23 · see citing works
“Given the class’s interest in independent exploration, a trait common in GATE class-rooms (see Worrell et al., 2019), the most frequent strategies for learning used by Carla’s students included problem-solving independently and in peer groups during student-led interactions with the Scratch…”
MethodGiftedness in inclusive education: a systematic review of research
Marsili, F., Dell’Anna, S., & Pellegrini, M. (2023) · International Journal of Inclusive Education · doi:10.1080/13603116.2023.2190330 · Cited by 22 · see citing works
“Most of the studies interpreted giftedness as a multidimensional construct, in line with the current and recent conceptualisations (Worrell et al. 2019).”
Renbarger, R., & Long, K. B. (2019) · Journal of Advanced Academics · doi:10.1177/1932202x19828744 · Cited by 20 · see citing works
Brown, M., Peterson, E. R., & Rawlinson, C. (2020) · Roeper Review · doi:10.1080/02783193.2020.1728797 · Cited by 22 · see citing works
Peters, S. J., Stambaugh, T., Makel, M. C., Lee, L. E., McBee, M. T., McCoach, D. B., & Johnson, K. R. (2022) · Gifted Child Quarterly · doi:10.1177/00169862221124887 · Cited by 23 · see citing works
“Undoubtedly, the field has progressed toward greater understanding of varying paradigmatic perspectives of giftedness (see Worrell et al., 2019, for an overview).”
BackgroundComposing Meaningful Lives: Exceptional Women and Men at Age 50
Lubinski, D., Benbow, C. P., McCabe, K. O., & Bernstein, B. O. (2023) · Gifted Child Quarterly · doi:10.1177/00169862231175831 · Cited by 19 · see citing works
Critical and creative perspectives of gifted students on global problems: Global climate change
Akhan, N. E., Çiçek, S., & Kocaağa, G. (2022) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2022.101131 · Cited by 16 · see citing works
Giftedness and eminence: Clarifying the relationship
Worrell, F. C., Subotnik, R. F., & Olszewski‐Kubilius, P. (2021) · Gifted and Talented International · doi:10.1080/15332276.2022.2049461 · Cited by 16 · see citing works
“There are numerous models of giftedness in the literature (e.g., Worrell etal., 2019; OlszewskiKubilius, Worrell et al., 2019; Pffeifer et al., 2018; Sternberg & Davidson, 1986, 2005), although there is still no consensus definition of giftedness.”
BackgroundMethodSelf-citationDeveloping academic talent as a practicing school psychologist: From potential to expertise
Dixson, D. D., Olszewski‐Kubilius, P., Subotnik, R. F., & Worrell, F. C. (2020) · Psychology in the Schools · doi:10.1002/pits.22363 · Cited by 16 · see citing works
Self-citationThe Cambridge Handbook of Applied School Psychology
Worrell, T. L. H. F. C. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108235532 · Cited by 14 · see citing works
Do Different Types of Intelligence and Its Implicit Theories Vary Based on Gender and Grade Level?
Ayoub, A., Aljughaiman, A. M., Alabbasi, A. M. A., & Hamza, E. A. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.712330 · Cited by 11 · see citing works
Twice Exceptional Students: Gifts and Talents, the Performing Arts, and Juvenile Delinquency
Grigorenko, E. L. (2020) · New Directions for Child and Adolescent Development · doi:10.1002/cad.20326 · Cited by 11 · see citing works
Bakx, A. W. E. A., Samsen‐Bronsveld, H. E., van Elderen, L., & van Horssen-Sollie, J. (2021) · Roeper Review · doi:10.1080/02783193.2021.1967543 · Cited by 10 · see citing works
Samsen‐Bronsveld, H. E., Bakx, A. W. E. A., Bogaerts, S., & van der Ven, S. H. G. (2024) · Gifted Child Quarterly · doi:10.1177/00169862241239652 · Cited by 14 · see citing works
“High intellectual capacity is indeed an important criterion for giftedness in most models and definitions (Renzulli & Reis, 2018; Sternberg & Kaufman, 2018; Worrell et al., 2019).”
BackgroundInfluentialRenati, R., Pfeiffer, S. I., & Bonfiglio, N. S. (2024) · Gifted Education International · doi:10.1177/02614294241300245 · Cited by 10 · see citing works
“…often accompanied by speci fi c motivational traits, increased sensitivity, perfectionism, and greater emotional reactivity (Papadopoulos, 2021; Pfeiffer, 2013a, 2013b , 2015, 2023; Pfeiffer & Stocking, 2000; Wang, Fu, & Rice, 2012; Renati et al., 2023; Winkler & Voight, 2016; Worrell et al., 2019).”
Milinga, J. R., Amani, J., & Lyakurwa, S. E. (2022) · Journal of Advanced Academics · doi:10.1177/1932202x221129970 · Cited by 10 · see citing works
“In addition, DI is rooted in Gardner’s theory of Multiple Intelligences developed in 1983 (Roiha, 2014; Worrell et al., 2019), which recognizes that learners are different in terms of their intelligences and talents, implying that teaching should be adapted to best match each learner’s individual…”
BackgroundBolland, A., Besnoy, K. D., Tomek, S., & Bolland, J. (2019) · The gifted child quarterly · doi:10.1177/0016986219839205 · Cited by 12 · see citing works
Ghanaian science and mathematics teachers’ beliefs about gifted education strategies
Allotey, G. A., Watters, J. J., & King, D. (2020) · Gifted Education International · doi:10.1177/0261429420946732 · Cited by 10 · see citing works
“Email: Gladysami.allotey@hdr.qut.edu.au support the needs of the gifted in Western countries (Worrell et al., 2019).”
Backgroundvan Rossen, J. M., Hornstra, L., & Poorthuis, A. M. G. (2021) · Journal of School Psychology · doi:10.1016/j.jsp.2020.12.007 · Cited by 11 · see citing works
Research Topics and Trends in Gifted Education: A Structural Topic Model
Şakar, S., & Tan, S. (2024) · Gifted Child Quarterly · doi:10.1177/00169862241285041 · Cited by 9 · see citing works
“This shift from traditional, narrow definitions to more inclusive, comprehensive ones aligns better with current theory and practice (Reis & Renzulli, 2010; Worrell et al., 2019).”
InfluentialMind the Gap: Measuring Academic Underachievement Using Stochastic Frontier Analysis
Mazrekaj, D., Witte, K. D., & Triebs, T. (2022) · Exceptional Children · doi:10.1177/00144029211073524 · Cited by 9 · see citing works
“For instance, Wyner et al. (2007) found that 44% of low-income pupils in the United States who scored in the top 10% in the first grade, did not score in the top 10% in the fifth grade.”
BackgroundDixson, D. D., Jansen, L., Gentzis, E., & Worrell, F. C. (2023) · High Ability Studies · doi:10.1080/13598139.2023.2206114 · Cited by 10 · see citing works
Self-citationBurkett-McKee, S., Knight, B. A., & Vanderburg, M. (2021) · Roeper Review · doi:10.1080/02783193.2021.1923593 · Cited by 8 · see citing works
“…research that takes a broad view of common characteristics of students with high abilities or focuses on their identification (see Callahan & Miller, 2005; Gagné, 2004; Pérez et al., 2020; Renzulli et al., 2009; Worrell et al., 2019) form a useful knowledge base for all school stakeholders.”
BackgroundWrecked by Success? Not to Worry
Kell, H. J., McCabe, K. O., Lubinski, D., & Benbow, C. P. (2022) · Perspectives on Psychological Science · doi:10.1177/17456916211055637 · Cited by 8 · see citing works
The factors explaining reading success of academically gifted readers through the ecological model
Sağlam, M. H., Göktentürk, T., & Lo, C. O. (2023) · Gifted Education International · doi:10.1177/02614294231170265 · Cited by 8 · see citing works
“As a heterogenous subgroup, gifted students usually have the potential to give different results among other student populations (Mendaglio, 2013; Worrell et al., 2019).”
BackgroundBıçakçı, M., & Балоглу, М. (2021) · Uludağ Üniversitesi Eğitim Fakültesi Dergisi · doi:10.19171/uefad.845218 · Cited by 8 · see citing works
García, C. F., Ferrándo, M., Infantes‐Paniagua, Á., et al. (2025) · Frontiers in Sports and Active Living · doi:10.3389/fspor.2024.1472880 · Cited by 7 · see citing works
Social and Emotional Learning in Schools
Diperna, J., Frey, J. R., & Hart, S. (2020) · The Cambridge Handbook of Applied School Psychology · doi:10.1017/9781108235532.025 · Cited by 47 · see citing works
The Hidden Classroom: How Gender Stereotypes Impact Academic Achievement
Gonzalez, A. M., Oh, J. H. J., & Baron, A. S. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108235532.018 · Cited by 10 · see citing works
Identification of Young Gifted Children in Childcare and Kindergarten: A Mixed Methods Study
Bijl, R. A., Smeets, K., & Bakx, A. W. E. A. (2025) · Roeper Review · doi:10.1080/02783193.2025.2506984 · Cited by 6 · see citing works
“Identifying giftedness in young children is challenging for multiple reasons explained here: there is no consensus on what should be identified (Worrell et al., 2019), professionals often lack knowledge (e.g., Wellisch, 2019), giftedness is not always visible (e.g., Bildiren, 2018), and…”
Warne, R. T., & Larsen, R. (2022) · Journal of Advanced Academics · doi:10.1177/1932202x211069078 · Cited by 7 · see citing works
“(Worrell et al., 2019, p. 565) Because of the results of the simulation and the pervasive reality of achievement gaps, we propose that the most effective method of creating gifted programs that reflect the demographics of the general student population is to close the achievement gap among groups…”
BackgroundMethodResultInfluentialVoices of Families of Color: Navigating White Spaces in Gifted Education
Lamb, K. N., & Hertzog, N. B. (2024) · Gifted Child Quarterly · doi:10.1177/00169862241281892 · Cited by 7 · see citing works
“Gifted education researchers have cautioned against relying on a single measure and instead emphasized the need for multiple criteria as best practice for gifted identification (Johnsen, 2011; Lee et al., 2020; Worrell et al., 2019).”
Moving beyond the gifted label in gifted education: An equity perspective
Dixson, D. D. (2022) · Gifted Education International · doi:10.1177/02614294211065217 · Cited by 6 · see citing works
“them appropriate academic programming to continue their academic progression (Worrell et al., 2019).”
BackgroundInfluentialSelf-citationVerdeja, S. T., Ruiz, M. J., & Sáinz, M. (2022) · REOP - Revista Española de Orientación y Psicopedagogía · doi:10.5944/reop.vol.33.num.1.2022.33754 · Cited by 10 · see citing works
Jakubakynov, B., Berechikidze, I. A., Kartashova, O., et al. (2021) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2021.100883 · Cited by 6 · see citing works
RetractedSaldaña, G. N., Flores-Oyarzo, G., & Illanes, J. R. (2021) · Calidad en la educación · doi:10.31619/caledu.n55.1007 · Cited by 6 · see citing works
“…para su máximo y óptimo desarrollo (Acereda y Sastre, 1998; Mendioroz et al., 2019; Pérez et al., 2015; Rodríguez, 2013; Valadez y Ávalos, 2010; Worrell et al., 2019), que la manera en que las personas regulan sus emociones afecta su bienestar y sus relaciones (Pineda et al., 2018), y que…”
BackgroundVeldman, I., & Jen, E. (2022) · Gifted and Talented International · doi:10.1080/15332276.2022.2075293 · Cited by 6 · see citing works
Learning Disabilities in Mathematics
McKerracher, A. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108235532.004 · Cited by 1 · see citing works
Should talented students skip a grade? A literature review on grade skipping
Miravète, S. (2022) · European Journal of Psychology of Education · doi:10.1007/s10212-022-00614-z · Cited by 5 · see citing works
Metaphorical Perceptions of Gifted Students towards Mathematics and Science Concepts
Özdemir, D., & TOPALSAN, A. K. (2022) · Educational Process International Journal · doi:10.22521/edupij.2022.113.6 · Cited by 5 · see citing works
Thompson, N. (2022) · Journal of Further and Higher Education · doi:10.1080/0309877x.2022.2142103 · Cited by 8 · see citing works
“Moreover, Worrell et al. (2019) noted that giftedness evolves, rendering such learners potentially challenging to comprehend and describe.”
BackgroundInfluentialTrends and Topics Evolution in Research on Giftedness in Education: A Bibliometric Analysis
Rius, C., Remedios, A., Celia, M., et al. (2025) · Psychology in the Schools · doi:10.1002/pits.23549 · Cited by 5 · see citing works
Parental Autonomy and Relatedness Support
Froiland, J. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108235532.016 · Cited by 4 · see citing works
The Academic Support Index: A Tool for Contextualizing Student Data
Stevens, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108235532.009 · Cited by 6 · see citing works
Mısır, S. K., & Thomas, M. (2026) · Journal of Intelligence · doi:10.3390/jintelligence14030034 · Cited by 5 · see citing works
Identifying and Serving Gifted and Talented Students
Olszewski-Kubilius, P., Worrell, F., & Subotnik, R. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108235532.034 · Cited by 3 · see citing works
Self-citationUNHOLY PRACTICES AMONG YOUTHS IN NIGERIA: VENOMS BREEDING TO A DISJOINTED SOCIETY
Ajiboye, B. M. (2021) · Journal of Social Sciences · doi:10.52326/jss.utm.2021.4(2).02 · Cited by 4 · see citing works
Exploring learning and behavior problems of gifted children in Indonesia: A content analysis study
Pujaningsih, P., & Alfi, M. H. (2022) · Jurnal Prima Edukasia · doi:10.21831/jpe.v10i1.43951 · Cited by 8 · see citing works
Guadiana, E. A. S., & Córdova, K. E. G. (2022) · Revista Brasileira de Educação Especial · doi:10.1590/1980-54702022v28e0025 · Cited by 4 · see citing works
Erol, M., Gedik, O., & Demirtaş, B. (2023) · Ankara Üniversitesi Eğitim Bilimleri Fakültesi Özel Eğitim Dergisi · doi:10.21565/ozelegitimdergisi.950498 · Cited by 4 · see citing works
Referral, Identification, and Retention of Underrepresented Gifted Students
Hemingway, S. (2023) · International Journal for Talent Development and Creativity · doi:10.7202/1099953ar · Cited by 9 · see citing works
Gifted Education Coordinators’ Perceptions and Experiences With Equity Focused Practices
Lamb, K. N., Lakin, J. M., & Jolly, J. L. (2024) · Journal of Advanced Academics · doi:10.1177/1932202x241298056 · Cited by 5 · see citing works
“Using nonverbal tests for identi fi cation is also widely promoted as a strategy for increasing representation; yet the evidence for their ef fi cacy is mixed at best (Hodges et al., 2018; Lee et al., 2020; Worrell et al., 2019).”
Influentialde la Hoz, J. P. (2019) · Revista Educación · doi:10.15517/revedu.v43i2.30792 · Cited by 4 · see citing works
From Children's Giftedness to Real Talent: The Problem of "Transition"
Yurkevich, V. S. (2021) · Journal of Modern Foreign Psychology · doi:10.17759/jmfp.2021100403 · Cited by 4 · see citing works
ASLAN, O., YILAR, R., & KARAMAN, H. (2022) · Nevşehir Hacı Bektaş Veli Üniversitesi SBE Dergisi · doi:10.30783/nevsosbilen.1025057 · Cited by 4 · see citing works
Exploring Academic Performance Among Gifted and Talented Students: A Comprehensive Review
Razali, F., Majid, N. A., Azrin, A. A. M., et al. (2024) · International Journal of Academic Research in Progressive Education and Development · doi:10.6007/ijarped/v13-i1/20144 · Cited by 4 · see citing works
“Worrell et al. (2019) This study is about recognizing several major debates in the field of education for gifted students and providing a summary of the main conceptual frameworks used for gifted education, then dividing them into three categories: ability-focused frameworks, talent development…”
BackgroundPerales, R. G., Ferrándo, M., Sáez-Gallego, N. M., & León, M. P. (2024) · High Ability Studies · doi:10.1080/13598139.2024.2411972 · Cited by 4 · see citing works
“…toward these students (Sanchez et al., 2022); lack of clarification of terminology as there is no agreement on what constitutes giftedness (Worrell et al., 2018); differences in the educational processes between schools – often characterized by a lack of planning or adaptation to…”
Caprì, T., Catalano, G. B., & Fabio, R. A. (2026) · Journal of Intelligence · doi:10.3390/jintelligence14030044 · Cited by 3 · see citing works
“…identified through standardized intelligence tests, where they score two standard deviations above the mean IQ (above 130), with an estimated prevalence of 2.3% in the general population (Carman, 2013; Fabio, 2019; Fabio & Buzzai, 2019; McClain & Pfeiffer, 2012; Warne, 2015; Worrell et al., 2019).”
InfluentialYan, K., Wei, L., Bu, K., et al. (2023) · The Asia-Pacific Education Researcher · doi:10.1007/s40299-023-00741-1 · Cited by 3 · see citing works
Post, G. (2024) · Gifted Education International · doi:10.1177/02614294241274442 · Cited by 5 · see citing works
“…exceptional creativity, motivation, task commitment, expertise, and asynchronous development, along with environmental impacts that can either thwart or enhance capabilities (Columbus Group, 1991; Kaufman et al., 2012; Papadopoulos, 2020; Renzulli, 2011; Sternberg, 2004; Worrell et al., 2019).”
Life satisfaction for gifted adults: Its relation to gender, age, religiosity, and income
Katanani, H. J. K. (2020) · Journal for the Education of Gifted Young Scientists · doi:10.17478/jegys.840243 · Cited by 3 · see citing works
del Castillo, R. P., & Maresca, I. P. (2022) · Psiquiatría Biológica · doi:10.1016/j.psiq.2022.100377 · Cited by 3 · see citing works
Quran Memorization as a Vital Identification Process of Gifted and Talented Muslim Students
Zakaria, Z., Ali, M. Z. M., Kamaruddin, W. A. Z. W., Islaieh, A. I. S., Usop, R., Spawi, M., Amin, A. F. M., & Mohamad, M. (2023) · Creative Education · doi:10.4236/ce.2023.144053 · Cited by 7 · see citing works
Bıçakçı, M. (2023) · Hacettepe University Journal of Education · doi:10.16986/huje.2023.480 · Cited by 3 · see citing works
Enriching Minds: The Gifted Education Landscape in the Syrian Arab Republic
Al‐Raeei, M., Azmeh, C., & AlDakak, H. (2024) · Journal of Advanced Academics · doi:10.1177/1932202x241244881 · Cited by 3 · see citing works
“It ’ s important to note that a low IQ score doesn ’ t always mean someone lacks giftedness, so relying only on these tests may exclude potential talent (Sternberg, 2017; Worrell et al., 2019).”
Juriševič, M., Krnjaić, Z., & Šimon, J. (2024) · journal for the education of the gifted · doi:10.1177/01623532241258720 · Cited by 3 · see citing works
“…a personalized approach and appropriate social and academic support networks, especially in developing academic motivation and self-regulation in the process of cultivating their intellectual potential (Betts et al., 2016; Kettler & Taliaferro, 2022; Subotnik et al., 2011; Worrell et al., 2019).”
Prosocial Dispositions and Behaviors of the Intellectually Gifted
Braverman, J., Owens, M., & Snyder, M. (2024) · Gifted Child Quarterly · doi:10.1177/00169862241265333 · Cited by 2 · see citing works
“See Worrell et al. (2019) for a detailed review of gifted educa tion, identification, and implications.”
Yang, J., & Cho, S. (2024) · journal for the education of the gifted · doi:10.1177/01623532241277850 · Cited by 3 · see citing works
“As Worrell et al. (2019) concluded in their seminal review on giftedness and gifted students, there is a pressing need for extensive research to evaluate the effectiveness of initiatives aimed at enhancing the learning outcomes of underrepresented gifted students.”
Cognitive Profiles of Gifted Discrepant Readers in Primary Education
Lijbers, K. M., van Viersen, S., van Tilborg, A., & Bakx, A. W. E. A. (2025) · Gifted Child Quarterly · doi:10.1177/00169862251328021 · Cited by 4 · see citing works
“In recent decades, the concept of giftedness has undergone major changes and there is no consensus regarding an overall definition of giftedness (Mönks & Katzko, 2005; Smedsrud, 2020; Worrell et al., 2019).”
InfluentialZakaria, Z., Bakar, A. Y. A., Harun, H., et al. (2021) · Creative Education · doi:10.4236/ce.2021.128137 · Cited by 3 · see citing works
Abad, A., & Abad, T. M. (2021) · Educação Por Escrito · doi:10.15448/2179-8435.2021.1.35339 · Cited by 3 · see citing works
Minke, K. M., & Woodford, J. (2020) · The Cambridge Handbook of Applied School Psychology · doi:10.1017/9781108235532.030
What Was Not Said and What to Do About It
Kuncel, N. R., & Worrell, F. C. (2022) · Perspectives on Psychological Science · doi:10.1177/17456916221100461 · Cited by 3 · see citing works
Self-citationUnderstanding and Cultivating Hope in School
Dixson, D. D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108235532.014 · Cited by 3 · see citing works
Self-citationEffective Bullying Prevention and Intervention Strategies for School Professionals
Swearer, S. M., Garcia, A. G., Damme, A. M., Palmon, S., Asay, N. J., & Scalora, M. J. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108235532.023 · Cited by 1 · see citing works
Husain, F. Y., Forawi, S., & Chang, C. (2023) · Eurasia Journal of Mathematics Science and Technology Education · doi:10.29333/ejmste/13424 · Cited by 2 · see citing works
Sofologi, M., Παπαντωνίου, Γ., Avgita, T., Dougali, A., Foti, T., Geitona, A.-R., Lyraki, A., Tzalla, A., Staikopoulou, M., Zaragas, H., et al. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1198119 · Cited by 2 · see citing works
“Additionally, a key component of all new theoretical frameworks is that they view intelligence, which was equated with the idea of giftedness in earlier theories, as a necessary but insufficient condition for children’s remarkable accomplishment (Worrell et al., 2019).”
BackgroundOlpak, T., & Karamete, A. (2024) · Necatibey Eğitim Fakültesi Elektronik Fen ve Matematik Eğitimi Dergisi · doi:10.17522/balikesirnef.1378877 · Cited by 2 · see citing works
Milakis, E. D. (2025) · International Journal of Communication and Information Technology · doi:10.33545/2707661x.2025.v6.i1b.118 · Cited by 5 · see citing works
Motor Skills in Intellectually Gifted Children: A Neuropsychological Investigation
Bucaille, A., Jarry, C., Laurent, A., Allard, J., Brosseau-Beauvir, A., Ropars, J., Brochard, S., Peudenier, S., & Roy, A. (2025) · Developmental Neuropsychology · doi:10.1080/87565641.2025.2498348 · Cited by 2 · see citing works
Alabbasi, A. M. A., Lamb, K. N., Acar, S., et al. (2025) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2025.101908 · Cited by 2 · see citing works
When Talent Works Hard: Psychosocial Perceptions Predict Academic Engagement in Gifted Students
Dixson, D. D., Jansen, L., & Gentzis, E. (2025) · journal for the education of the gifted · doi:10.1177/01623532251371736 · Cited by 2 · see citing works
“…s psychosocial perceptions, which have been found to respond quickly to intervention (e.g., self-ef fi cacy, Bresó et al., 2011; school belonging, Walton & Cohen, 2011) and would aid more students in living up to their full academic potential (Dixson et al., 2023; Rinn, 2024; Worrell et al., 2019).”
Self-citationAladwan, S. Q. A. (2022) · Eurasia Journal of Mathematics Science and Technology Education · doi:10.29333/ejmste/12731 · Cited by 2 · see citing works
“…indicate that gifted children in general enjoy high physical strength and have general and special mental abilities that exceed other ordinary people, and that they are interested in scientific, artistic, and literary interests and applied tendencies to theoretical aspects (Worrell et al., 2019).”
BackgroundNiknam, K., Bonab, B. G., & Hassanzadeh, S. (2019) · Quarterly Journal of Child Mental Health · doi:10.29252/jcmh.6.2.18 · Cited by 2 · see citing works
School Settings that Facilitate High Teacher Expectations
Rubie-Davies, C., & Flint, A. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108235532.015 · Cited by 2 · see citing works
- Authors
- Worrell, F. C., Subotnik, R. F., Olszewski-Kubilius, P., & Dixson, D. D.
- Affiliations
- University of California, Berkeley (US)
- American Psychological Association (US)
- School of Education and Social Policy, Northwestern University, Evanston, Illinois 60201, USA
- Wayne State University (US)
- Corresponding author
- Worrell, Frank C.
- Venue
- Annual Review of Psychology
- Publisher
- Annual Reviews
- Published
- 2019-01-04
- Volume
- 70
- Issue
- 1
- Pages
- 551-576
- ISSN
- 0066-4308 (ISSN-L)
- 1545-2085
- OpenAlex
- W4250032305
- Cited by
- 245
- References
- 110
- Citations by year
- 2026: 35 · 2025: 26 · 2024: 21 · 2023: 43 · 2022: 30 · 2021: 25 · 2020: 57 · 2019: 8
- FWCI
- 3.59
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Annual Review of Psychology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Education, Achievement, and Giftedness
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Creativity in Education and Neuroscience
- Keywords
- gifted students, gifted education, giftedness, talent development, integrative framework, gifted identification, underrepresented groups
- MeSH terms
- Academic Success, Adolescent, Aptitude, Child, Child, Gifted, Curriculum, Humans, Human Development, Intelligence, Students
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