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Auteur Lilian Y. LI |
Documents disponibles écrits par cet auteur (2)



Detecting adolescent depression through passive monitoring of linguistic markers in smartphone communication / Esha TRIVEDI ; Lilian Y. LI ; Fiona HELGREN ; Emily ZHANG ; Aishwarya SRITHARAN ; Rachel A. CHERNER ; David PAGLIACCIO ; Katherine DURHAM ; Mia KYLER ; Trinity C. TSE ; Savannah N. BUCHANAN ; Nicholas B. ALLEN ; Stewart A. SHANKMAN ; Randy P. AUERBACH in Journal of Child Psychology and Psychiatry, 65-7 (July 2024)
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[article]
Titre : Detecting adolescent depression through passive monitoring of linguistic markers in smartphone communication Type de document : Texte imprimé et/ou numérique Auteurs : Esha TRIVEDI, Auteur ; Lilian Y. LI, Auteur ; Fiona HELGREN, Auteur ; Emily ZHANG, Auteur ; Aishwarya SRITHARAN, Auteur ; Rachel A. CHERNER, Auteur ; David PAGLIACCIO, Auteur ; Katherine DURHAM, Auteur ; Mia KYLER, Auteur ; Trinity C. TSE, Auteur ; Savannah N. BUCHANAN, Auteur ; Nicholas B. ALLEN, Auteur ; Stewart A. SHANKMAN, Auteur ; Randy P. AUERBACH, Auteur Article en page(s) : p.932-941 Langues : Anglais (eng) Index. décimale : PER Périodiques Résumé : Background Cross sectional studies have identified linguistic correlates of major depressive disorder (MDD) in smartphone communication. However, it is unclear whether monitoring these linguistic characteristics can detect when an individual is experiencing MDD, which would facilitate timely intervention. Methods Approximately 1.2 million messages typed into smartphone social communication apps (e.g. texting, social media) were passively collected from 90 adolescents with a range of depression severity over a 12-month period. Sentiment (i.e. positive vs. negative valence of text), proportions of first-person singular pronouns (e.g. 'I'), and proportions of absolutist words (e.g. 'all') were computed for each message and converted to weekly aggregates temporally aligned with weekly MDD statuses obtained from retrospective interviews. Idiographic, multilevel logistic regression models tested whether within-person deviations in these linguistic features were associated with the probability of concurrently meeting threshold for MDD. Results Using more first-person singular pronouns in smartphone communication relative to one's own average was associated with higher odds of meeting threshold for MDD in the concurrent week (OR = 1.29; p = .007). Sentiment (OR = 1.07; p = .54) and use of absolutist words (OR = 0.99; p = .90) were not related to weekly MDD. Conclusions Passively monitoring use of first-person singular pronouns in adolescents' smartphone communication may help detect MDD, providing novel opportunities for early intervention. En ligne : https://doi.org/10.1111/jcpp.13931 Permalink : https://www.cra-rhone-alpes.org/cid/opac_css/index.php?lvl=notice_display&id=532
in Journal of Child Psychology and Psychiatry > 65-7 (July 2024) . - p.932-941[article] Detecting adolescent depression through passive monitoring of linguistic markers in smartphone communication [Texte imprimé et/ou numérique] / Esha TRIVEDI, Auteur ; Lilian Y. LI, Auteur ; Fiona HELGREN, Auteur ; Emily ZHANG, Auteur ; Aishwarya SRITHARAN, Auteur ; Rachel A. CHERNER, Auteur ; David PAGLIACCIO, Auteur ; Katherine DURHAM, Auteur ; Mia KYLER, Auteur ; Trinity C. TSE, Auteur ; Savannah N. BUCHANAN, Auteur ; Nicholas B. ALLEN, Auteur ; Stewart A. SHANKMAN, Auteur ; Randy P. AUERBACH, Auteur . - p.932-941.
Langues : Anglais (eng)
in Journal of Child Psychology and Psychiatry > 65-7 (July 2024) . - p.932-941
Index. décimale : PER Périodiques Résumé : Background Cross sectional studies have identified linguistic correlates of major depressive disorder (MDD) in smartphone communication. However, it is unclear whether monitoring these linguistic characteristics can detect when an individual is experiencing MDD, which would facilitate timely intervention. Methods Approximately 1.2 million messages typed into smartphone social communication apps (e.g. texting, social media) were passively collected from 90 adolescents with a range of depression severity over a 12-month period. Sentiment (i.e. positive vs. negative valence of text), proportions of first-person singular pronouns (e.g. 'I'), and proportions of absolutist words (e.g. 'all') were computed for each message and converted to weekly aggregates temporally aligned with weekly MDD statuses obtained from retrospective interviews. Idiographic, multilevel logistic regression models tested whether within-person deviations in these linguistic features were associated with the probability of concurrently meeting threshold for MDD. Results Using more first-person singular pronouns in smartphone communication relative to one's own average was associated with higher odds of meeting threshold for MDD in the concurrent week (OR = 1.29; p = .007). Sentiment (OR = 1.07; p = .54) and use of absolutist words (OR = 0.99; p = .90) were not related to weekly MDD. Conclusions Passively monitoring use of first-person singular pronouns in adolescents' smartphone communication may help detect MDD, providing novel opportunities for early intervention. En ligne : https://doi.org/10.1111/jcpp.13931 Permalink : https://www.cra-rhone-alpes.org/cid/opac_css/index.php?lvl=notice_display&id=532 A prospective study of the relative contribution of adolescent peer support quantity and quality to depressive symptoms / Allison M. LETKIEWICZ in Journal of Child Psychology and Psychiatry, 64-9 (September 2023)
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Titre : A prospective study of the relative contribution of adolescent peer support quantity and quality to depressive symptoms Type de document : Texte imprimé et/ou numérique Auteurs : Allison M. LETKIEWICZ, Auteur ; Lilian Y. LI, Auteur ; Lija M.K. HOFFMAN, Auteur ; Stewart A. SHANKMAN, Auteur Article en page(s) : p.1314-1323 Langues : Anglais (eng) Index. décimale : PER Périodiques Résumé : Background During adolescence, peer support has an increasingly important role in identity formation and well-being. Prior research has identified that lack of social support from peers in adolescence is a potent risk factor for depression. Two ways that social support has been operationalized is by the number of one's friends (i.e., 'quantity') and perception of one's network (i.e., 'quality'). Typically, these aspects of peer support are assessed separately. Methods Using data from the National Longitudinal Study of Adolescent to Adult Health (N=3,857), this study sought to test whether (1) adolescent depression relates to having fewer friends versus lower quality friendships, (2) these aspects of adolescent peer support prospectively predict depression in adulthood, (3) gender moderates the effects of peer support on depression, and (4) these aspects of peer support buffer the effects of stressful life events on depression. Results Peer support quality uniquely predicted depression in adolescence and adulthood among both males and females. The effect of peer support quality on depressive symptoms, however, was greater for females than males. By contrast, peer support quantity did not uniquely predict depression for males or females. Conclusions Qualitative aspects of adolescent peer support uniquely contribute to mental health not only in adolescence, but in adulthood as well. Potential processes through which peer support relates to depression are discussed, as well as implications for treatment. En ligne : https://doi.org/10.1111/jcpp.13813 Permalink : https://www.cra-rhone-alpes.org/cid/opac_css/index.php?lvl=notice_display&id=512
in Journal of Child Psychology and Psychiatry > 64-9 (September 2023) . - p.1314-1323[article] A prospective study of the relative contribution of adolescent peer support quantity and quality to depressive symptoms [Texte imprimé et/ou numérique] / Allison M. LETKIEWICZ, Auteur ; Lilian Y. LI, Auteur ; Lija M.K. HOFFMAN, Auteur ; Stewart A. SHANKMAN, Auteur . - p.1314-1323.
Langues : Anglais (eng)
in Journal of Child Psychology and Psychiatry > 64-9 (September 2023) . - p.1314-1323
Index. décimale : PER Périodiques Résumé : Background During adolescence, peer support has an increasingly important role in identity formation and well-being. Prior research has identified that lack of social support from peers in adolescence is a potent risk factor for depression. Two ways that social support has been operationalized is by the number of one's friends (i.e., 'quantity') and perception of one's network (i.e., 'quality'). Typically, these aspects of peer support are assessed separately. Methods Using data from the National Longitudinal Study of Adolescent to Adult Health (N=3,857), this study sought to test whether (1) adolescent depression relates to having fewer friends versus lower quality friendships, (2) these aspects of adolescent peer support prospectively predict depression in adulthood, (3) gender moderates the effects of peer support on depression, and (4) these aspects of peer support buffer the effects of stressful life events on depression. Results Peer support quality uniquely predicted depression in adolescence and adulthood among both males and females. The effect of peer support quality on depressive symptoms, however, was greater for females than males. By contrast, peer support quantity did not uniquely predict depression for males or females. Conclusions Qualitative aspects of adolescent peer support uniquely contribute to mental health not only in adolescence, but in adulthood as well. Potential processes through which peer support relates to depression are discussed, as well as implications for treatment. En ligne : https://doi.org/10.1111/jcpp.13813 Permalink : https://www.cra-rhone-alpes.org/cid/opac_css/index.php?lvl=notice_display&id=512