TY - JOUR
T1 - Mapping Phenomena Relevant to Adolescent Emotion Regulation
T2 - A Text-Mining Systematic Review
AU - van Lissa, Caspar J.
N1 - Funding Information:
This work is supported by a NWO Veni Grant (NWO Grant Number VI.Veni.191G.090), awarded to the author.
Publisher Copyright:
© 2021, The Author(s).
PY - 2022/3
Y1 - 2022/3
N2 - Adolescence is a developmentally sensitive period for emotion regulation with potentially lifelong implications for mental health and well-being. Although substantial empirical research has addressed this topic, the literature is fragmented across subdisciplines, and an overarching theoretical framework is lacking. The first step toward constructing a unifying framework is identifying relevant phenomena. This systematic review of 6305 articles used text mining to identify phenomena relevant to adolescents’ emotion regulation. First, a baseline was established of relevant phenomena discussed in theory and recent narrative reviews. Then, article keywords and abstracts were analyzed using text mining, examining term frequency as an indicator of relevance and term co-occurrence as an indicator of association. The results reflected themes commonly featured in theory and narrative reviews, such as socialization and neurocognitive development, but also identified undertheorized themes, such as developmental disorders, physical health, external stressors, structural disadvantage, substance use, identity and moral development, and sexual development. The findings illustrate how text mining systematic reviews, a novel approach, may complement narrative reviews. Future theoretical work might integrate these undertheorized themes into an overarching framework, and empirical research might consider them as promising areas for future research, or as potential confounders in research on adolescents’ emotion regulation.
AB - Adolescence is a developmentally sensitive period for emotion regulation with potentially lifelong implications for mental health and well-being. Although substantial empirical research has addressed this topic, the literature is fragmented across subdisciplines, and an overarching theoretical framework is lacking. The first step toward constructing a unifying framework is identifying relevant phenomena. This systematic review of 6305 articles used text mining to identify phenomena relevant to adolescents’ emotion regulation. First, a baseline was established of relevant phenomena discussed in theory and recent narrative reviews. Then, article keywords and abstracts were analyzed using text mining, examining term frequency as an indicator of relevance and term co-occurrence as an indicator of association. The results reflected themes commonly featured in theory and narrative reviews, such as socialization and neurocognitive development, but also identified undertheorized themes, such as developmental disorders, physical health, external stressors, structural disadvantage, substance use, identity and moral development, and sexual development. The findings illustrate how text mining systematic reviews, a novel approach, may complement narrative reviews. Future theoretical work might integrate these undertheorized themes into an overarching framework, and empirical research might consider them as promising areas for future research, or as potential confounders in research on adolescents’ emotion regulation.
KW - Adolescence
KW - Emotion regulation
KW - Machine learning
KW - Systematic review
KW - Text mining
UR - http://www.scopus.com/inward/record.url?scp=85106480799&partnerID=8YFLogxK
U2 - 10.1007/s40894-021-00160-7
DO - 10.1007/s40894-021-00160-7
M3 - Review article
C2 - 34036150
AN - SCOPUS:85106480799
SN - 2363-8346
VL - 7
SP - 127
EP - 139
JO - Adolescent Research Review
JF - Adolescent Research Review
IS - 1
ER -